LSTM 2
Annie Yang
10/10/2020
1.0 Libraries
# Core Tidyverse
library(tidyverse)Registered S3 methods overwritten by 'dbplyr':
method from
print.tbl_lazy
print.tbl_sql
-- Attaching packages -------------------------------------------------------------------------------------------------------------------------- tidyverse 1.3.0 --
v ggplot2 3.3.0 v purrr 0.3.3
v tibble 3.0.0 v dplyr 1.0.2
v tidyr 1.1.2 v stringr 1.4.0
v readr 1.4.0 v forcats 0.5.0
-- Conflicts ----------------------------------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
x dplyr::filter() masks stats::filter()
x dplyr::lag() masks stats::lag()library(glue)
Attaching package: 㤼㸱glue㤼㸲
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collapselibrary(forcats)
# Time Series
library(timetk)
library(tidyquant)Loading required package: lubridate
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date, intersect, setdiff, union
Loading required package: PerformanceAnalytics
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as.Date, as.Date.numeric
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first, last
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Loading required package: quantmod
Loading required package: TTR
Registered S3 method overwritten by 'quantmod':
method from
as.zoo.data.frame zoo
Version 0.4-0 included new data defaults. See ?getSymbols.
== Need to Learn tidyquant? =======================================================================================================================================
Business Science offers a 1-hour course - Learning Lab #9: Performance Analysis & Portfolio Optimization with tidyquant!
</> Learn more at: https://university.business-science.io/p/learning-labs-pro </>library(tibbletime)
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filter# Visualization
library(cowplot)
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stamp# Preprocessing
library(recipes)
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fixed
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step# Sampling / Accuracy
library(rsample)
library(yardstick) For binary classification, the first factor level is assumed to be the event.
Use the argument `event_level = "second"` to alter this as needed.
Attaching package: 㤼㸱yardstick㤼㸲
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spec# Modeling
library(keras)
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get_weights2.0 Data
df <- read.csv("D:/IIT-master/CS-571-Data Preparation & Analysis-master/project/diabetes_ds/sample_dat.csv", sep=",", header=T, stringsAsFactors = T)
value <- df$IMPUTED
db.date <- paste0(df$YEAR,'-',df$MONTH,'-',df$DAY)
db.time <- paste0(df$HOUR,':',df$MIN,':',df$SEC)
cgm_data <- data.frame(value)
cgm_data$index <-as.POSIXct(paste(db.date, db.time), format="%Y-%m-%d %H:%M:%S")
#Re-ordered
cgm_data <- cgm_data[colnames(cgm_data)[c(2, 1)]]
cgm_data <- as_tbl_time(cgm_data, index = index)
cgm_data# A time tibble: 70,993 x 2
# Index: index
index value
<dttm> <dbl>
1 2019-01-26 04:34:25 4.55
2 2019-01-26 04:39:25 4.61
3 2019-01-26 04:44:25 4.72
4 2019-01-26 04:49:25 4.94
5 2019-01-26 04:54:25 5.16
6 2019-01-26 04:59:25 5.38
7 2019-01-26 05:04:24 5.66
8 2019-01-26 05:09:24 5.99
9 2019-01-26 05:14:25 6.33
10 2019-01-26 05:19:25 6.72
# ... with 70,983 more rows3.0 Exploratory Data Analysis
3.1 Visualizing Sunspot Data With Cowplot
`geom_smooth()` using formula 'y ~ x'
3.2 Evaluating The ACF
tidy_acf <- function(data, value, lags = 0:20) {
value_expr <- enquo(value)
acf_values <- data %>%
pull(value) %>%
acf(lag.max = tail(lags, 1), plot = FALSE) %>%
.$acf %>%
.[,,1]
ret <- tibble(acf = acf_values) %>%
rowid_to_column(var = "lag") %>%
mutate(lag = lag - 1) %>%
filter(lag %in% lags)
return(ret)
}cgm_data <- cgm_data %>%
filter_time("2019-08-05 00:00" ~ "2019-08-15 00:00")
max_lag <- 1000
cgm_data %>%
tidy_acf(value, lags = 0:max_lag)cgm_data %>%
tidy_acf(value, lags = 0:max_lag) %>%
ggplot(aes(lag, acf)) +
geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
#geom_vline(xintercept = 2016, size = 3, color = palette_light()[[2]]) +
#annotate("text", label = "1 Week Mark", x = 130, y = 0.8,
# color = palette_light()[[2]], size = 3, hjust = 0) +
theme_tq() +
labs(title = "ACF: CGM ")
cgm_data %>%
tidy_acf(value, lags = 0:350) %>%
ggplot(aes(lag, acf)) +
#geom_vline(xintercept = 120, size = 3, color = palette_light()[[2]]) +
geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
geom_point(color = palette_light()[[1]], size = 2) +
#geom_label(aes(label = acf %>% round(2)), vjust = -1,
# color = palette_light()[[1]]) +
#annotate("text", label = "10 Year Mark", x = 121, y = 0.8,
# color = palette_light()[[2]], size = 5, hjust = 0) +
theme_tq() +
labs(title = "ACF: CGM")
#, subtitle = "Zoomed in on Lags 115 to 135")optimal_lag_setting <- cgm_data %>%
tidy_acf(value, lags = 300:350) %>%
filter(acf == max(acf)) %>%
pull(lag)
optimal_lag_setting[1] 3334.0 Backtesting: Time Series Cross Validation
4.1 Developing A Backtesting Strategy
# Rolling origin forecast resampling # Plotting function for a single split
plot_split <- function(split, expand_y_axis = TRUE, alpha = 1, size = 1, base_size = 14) {
# Manipulate data
train_tbl <- training(split) %>%
add_column(key = "training")
test_tbl <- testing(split) %>%
add_column(key = "testing")
data_manipulated <- bind_rows(train_tbl, test_tbl) %>%
as_tbl_time(index = index) %>%
mutate(key = fct_relevel(key, "training", "testing"))
# Collect attributes
train_time_summary <- train_tbl %>%
tk_index() %>%
tk_get_timeseries_summary()
test_time_summary <- test_tbl %>%
tk_index() %>%
tk_get_timeseries_summary()
# Visualize
g <- data_manipulated %>%
ggplot(aes(x = index, y = value, color = key)) +
geom_line(size = size, alpha = alpha) +
theme_tq(base_size = base_size) +
scale_color_tq() +
labs(
title = glue("Split: {split$id}"),
subtitle = glue("{train_time_summary$start} to {test_time_summary$end}"),
y = "", x = ""
) +
theme(legend.position = "none")
return(g)
}rolling_origin_resamples$splits[[1]] %>%
plot_split() +
theme(legend.position = "bottom")
# Plotting function that scales to all splits
plot_sampling_plan <- function(sampling_tbl, expand_y_axis = TRUE,
ncol = 3, alpha = 1, size = 1, base_size = 14,
title = "Sampling Plan") {
# Map plot_split() to sampling_tbl
sampling_tbl_with_plots <- sampling_tbl %>%
mutate(gg_plots = map(splits, plot_split,
expand_y_axis = expand_y_axis,
alpha = alpha, base_size = base_size))
# Make plots with cowplot
plot_list <- sampling_tbl_with_plots$gg_plots
p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
legend <- get_legend(p_temp)
p_body <- plot_grid(plotlist = plot_list, ncol = ncol)
p_title <- ggdraw() +
draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
return(g)
}rolling_origin_resamples %>%
plot_sampling_plan(expand_y_axis = T, ncol = 3, alpha = 1, size = 1, base_size = 10,
title = "Backtesting Strategy: Rolling Origin Sampling Plan")
5.0 Modeling The Keras Stateful LSTM Model
#5.1 Single LSTM
split <- rolling_origin_resamples$splits[[1]]
split_id <- rolling_origin_resamples$id[[1]]5.1.1 Visualizing The Split
plot_split(split, expand_y_axis = FALSE, size = 1) +
theme(legend.position = "bottom") +
ggtitle(glue("Split: {split_id}"))
5.1.2 Data Setup
df_trn <- training(split)
df_tst <- testing(split)
df <- bind_rows(
df_trn %>% add_column(key = "training"),
df_tst %>% add_column(key = "testing")
) %>%
as_tbl_time(index = index)
df# A time tibble: 336 x 3
# Index: index
index value key
<dttm> <dbl> <chr>
1 2019-08-05 00:04:22 6.49 training
2 2019-08-05 00:09:22 6.22 training
3 2019-08-05 00:14:23 6.05 training
4 2019-08-05 00:19:22 5.77 training
5 2019-08-05 00:24:22 5.44 training
6 2019-08-05 00:29:22 5.22 training
7 2019-08-05 00:34:23 5.05 training
8 2019-08-05 00:39:22 5.05 training
9 2019-08-05 00:44:22 5.05 training
10 2019-08-05 00:49:22 5.11 training
# ... with 326 more rows5.1.3 Preprocessing With Recipes
rec_obj <- recipe(value ~ ., df) %>%
step_sqrt(value) %>%
step_center(value) %>%
step_scale(value) %>%
prep()
df_processed_tbl <- bake(rec_obj, df)
df_processed_tblcenter_history <- rec_obj$steps[[2]]$means["value"]
scale_history <- rec_obj$steps[[3]]$sds["value"]
c("center" = center_history, "scale" = scale_history)center.value scale.value
2.4384484 0.5076385 5.1.4 LSTM Plan
# Model inputs
lag_setting <- nrow(df_tst)
batch_size <- 6
train_length <- 12*24
tsteps <- 1
epochs <- 3005.1.5 2D And 3D Train/Test Arrays
# Training Set
lag_train_tbl <- df_processed_tbl %>%
mutate(value_lag = lag(value, n = lag_setting)) %>%
filter(!is.na(value_lag)) %>%
filter(key == "training") %>%
tail(train_length)
x_train_vec <- lag_train_tbl$value_lag
x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
y_train_vec <- lag_train_tbl$value
y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
# Testing Set
lag_test_tbl <- df_processed_tbl %>%
mutate(
value_lag = lag(value, n = lag_setting)
) %>%
filter(!is.na(value_lag)) %>%
filter(key == "testing")
x_test_vec <- lag_test_tbl$value_lag
x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
y_test_vec <- lag_test_tbl$value
y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))5.1.6 Building The LSTM Model
model <- NULL
create_model <- function(){
keras_model_sequential() %>%
layer_lstm(units = 1,
input_shape = c(tsteps, 1),
batch_size = batch_size,
return_sequences = TRUE,
stateful = TRUE) %>%
#layer_lstm(units = 8,
# batch_size = batch_size,
# return_sequences = TRUE,
# stateful = TRUE) %>%
layer_dense(units = 64, activation = 'tanh') %>%
layer_dense(units = 24, activation = 'tanh') %>%
layer_dense(units = 16, activation = 'tanh') %>%
layer_dense(units = 48, activation = 'tanh') %>%
compile(loss = 'mae', optimizer = 'adam')
}
model <- create_model()2020-12-02 00:15:53.227604: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudart64_101.dll'; dlerror: cudart64_101.dll not found
2020-12-02 00:15:53.227879: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.
2020-12-02 00:15:54.939602: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library nvcuda.dll
2020-12-02 00:15:55.145859: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1561] Found device 0 with properties:
pciBusID: 0000:02:00.0 name: GeForce MX130 computeCapability: 5.0
coreClock: 1.189GHz coreCount: 3 deviceMemorySize: 2.00GiB deviceMemoryBandwidth: 37.33GiB/s
2020-12-02 00:15:55.149559: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudart64_101.dll'; dlerror: cudart64_101.dll not found
2020-12-02 00:15:55.153107: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cublas64_10.dll'; dlerror: cublas64_10.dll not found
2020-12-02 00:15:55.156529: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cufft64_10.dll'; dlerror: cufft64_10.dll not found
2020-12-02 00:15:55.159914: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'curand64_10.dll'; dlerror: curand64_10.dll not found
2020-12-02 00:15:55.163461: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cusolver64_10.dll'; dlerror: cusolver64_10.dll not found
2020-12-02 00:15:55.166955: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cusparse64_10.dll'; dlerror: cusparse64_10.dll not found
2020-12-02 00:15:55.170417: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic library 'cudnn64_7.dll'; dlerror: cudnn64_7.dll not found
2020-12-02 00:15:55.170672: W tensorflow/core/common_runtime/gpu/gpu_device.cc:1598] Cannot dlopen some GPU libraries. Please make sure the missing libraries mentioned above are installed properly if you would like to use GPU. Follow the guide at https://www.tensorflow.org/install/gpu for how to download and setup the required libraries for your platform.
Skipping registering GPU devices...
2020-12-02 00:15:55.171532: I tensorflow/core/platform/cpu_feature_guard.cc:143] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
2020-12-02 00:15:55.179443: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x1d4d1a27e60 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2020-12-02 00:15:55.179783: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
2020-12-02 00:15:55.180108: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1102] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-12-02 00:15:55.180346: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1108] modelModel
Model: "sequential"
___________________________________________________________________________________________________________________________________________________________________
Layer (type) Output Shape Param #
===================================================================================================================================================================
lstm (LSTM) (6, 1, 1) 12
___________________________________________________________________________________________________________________________________________________________________
dense (Dense) (6, 1, 64) 128
___________________________________________________________________________________________________________________________________________________________________
dense_1 (Dense) (6, 1, 24) 1560
___________________________________________________________________________________________________________________________________________________________________
dense_2 (Dense) (6, 1, 16) 400
___________________________________________________________________________________________________________________________________________________________________
dense_3 (Dense) (6, 1, 48) 816
===================================================================================================================================================================
Total params: 2,916
Trainable params: 2,916
Non-trainable params: 0
___________________________________________________________________________________________________________________________________________________________________5.1.7 Fitting The LSTM Model
for (i in 1:epochs) {
model %>% fit(x = x_train_arr,
y = y_train_arr,
batch_size = batch_size,
epochs = 1,
verbose = 1,
shuffle = FALSE)
model %>% reset_states()
cat("Epoch: ", i)
}
1/40 [..............................] - ETA: 0s - loss: 1.7088
40/40 [==============================] - 0s 1ms/step - loss: 0.8890
40/40 [==============================] - 0s 1ms/step - loss: 0.8890
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.7074
40/40 [==============================] - 0s 1ms/step - loss: 0.8807
40/40 [==============================] - 0s 1ms/step - loss: 0.8807
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.6900
40/40 [==============================] - 0s 1ms/step - loss: 0.8722
40/40 [==============================] - 0s 1ms/step - loss: 0.8722
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 1.6453
35/40 [=========================>....] - ETA: 0s - loss: 0.9149
40/40 [==============================] - 0s 1ms/step - loss: 0.8563
40/40 [==============================] - 0s 1ms/step - loss: 0.8563
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 1.5695
40/40 [==============================] - 0s 1ms/step - loss: 0.8411
40/40 [==============================] - 0s 1ms/step - loss: 0.8411
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 1.4935
39/40 [============================>.] - ETA: 0s - loss: 0.8393
40/40 [==============================] - 0s 1ms/step - loss: 0.8304
40/40 [==============================] - 0s 1ms/step - loss: 0.8304
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 1.4482
39/40 [============================>.] - ETA: 0s - loss: 0.8311
40/40 [==============================] - 0s 1ms/step - loss: 0.8231
40/40 [==============================] - 0s 1ms/step - loss: 0.8231
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 1.4223
40/40 [==============================] - 0s 1ms/step - loss: 0.8184
40/40 [==============================] - 0s 1ms/step - loss: 0.8184
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 1.4052
37/40 [==========================>...] - ETA: 0s - loss: 0.8535
40/40 [==============================] - 0s 1ms/step - loss: 0.8153
40/40 [==============================] - 0s 2ms/step - loss: 0.8153
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 1.3947
40/40 [==============================] - 0s 1ms/step - loss: 0.8128
40/40 [==============================] - 0s 1ms/step - loss: 0.8128
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 1.3848
40/40 [==============================] - 0s 1ms/step - loss: 0.8109
40/40 [==============================] - 0s 1ms/step - loss: 0.8109
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 1.3781
40/40 [==============================] - 0s 1ms/step - loss: 0.8093
40/40 [==============================] - 0s 1ms/step - loss: 0.8093
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 1.3722
40/40 [==============================] - 0s 1ms/step - loss: 0.8081
40/40 [==============================] - 0s 1ms/step - loss: 0.8081
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 1.3686
40/40 [==============================] - 0s 1ms/step - loss: 0.8069
40/40 [==============================] - 0s 1ms/step - loss: 0.8069
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 1.3647
40/40 [==============================] - 0s 1ms/step - loss: 0.8060
40/40 [==============================] - 0s 1ms/step - loss: 0.8060
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 1.3627
40/40 [==============================] - 0s 1ms/step - loss: 0.8051
40/40 [==============================] - 0s 1ms/step - loss: 0.8051
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 1.3611
40/40 [==============================] - 0s 1ms/step - loss: 0.8043
40/40 [==============================] - 0s 1ms/step - loss: 0.8043
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 1.3599
40/40 [==============================] - 0s 1ms/step - loss: 0.8036
40/40 [==============================] - 0s 1ms/step - loss: 0.8036
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 1.3583
40/40 [==============================] - 0s 1ms/step - loss: 0.8031
40/40 [==============================] - 0s 1ms/step - loss: 0.8031
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 1.3585
40/40 [==============================] - 0s 1ms/step - loss: 0.8023
40/40 [==============================] - 0s 1ms/step - loss: 0.8023
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 1.3573
40/40 [==============================] - 0s 1ms/step - loss: 0.8017
40/40 [==============================] - 0s 1ms/step - loss: 0.8017
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 1.3575
40/40 [==============================] - 0s 1ms/step - loss: 0.8013
40/40 [==============================] - 0s 1ms/step - loss: 0.8013
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 1.3568
40/40 [==============================] - 0s 1ms/step - loss: 0.8008
40/40 [==============================] - 0s 1ms/step - loss: 0.8008
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 1.3577
40/40 [==============================] - 0s 1ms/step - loss: 0.8005
40/40 [==============================] - 0s 1ms/step - loss: 0.8005
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 1.3572
40/40 [==============================] - 0s 1ms/step - loss: 0.8000
40/40 [==============================] - 0s 1ms/step - loss: 0.8000
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 1.3581
40/40 [==============================] - 0s 1ms/step - loss: 0.7996
40/40 [==============================] - 0s 1ms/step - loss: 0.7996
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 1.3573
40/40 [==============================] - 0s 1ms/step - loss: 0.7992
40/40 [==============================] - 0s 1ms/step - loss: 0.7992
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 1.3577
39/40 [============================>.] - ETA: 0s - loss: 0.8042
40/40 [==============================] - 0s 1ms/step - loss: 0.7991
40/40 [==============================] - 0s 1ms/step - loss: 0.7991
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 1.3571
40/40 [==============================] - 0s 1ms/step - loss: 0.7987
40/40 [==============================] - 0s 1ms/step - loss: 0.7987
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 1.3578
40/40 [==============================] - 0s 1ms/step - loss: 0.7985
40/40 [==============================] - 0s 1ms/step - loss: 0.7985
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 1.3578
40/40 [==============================] - 0s 1ms/step - loss: 0.7981
40/40 [==============================] - 0s 1ms/step - loss: 0.7981
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 1.3592
40/40 [==============================] - 0s 1ms/step - loss: 0.7977
40/40 [==============================] - 0s 1ms/step - loss: 0.7977
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 1.3598
40/40 [==============================] - 0s 1ms/step - loss: 0.7972
40/40 [==============================] - 0s 1ms/step - loss: 0.7972
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 1.3607
38/40 [===========================>..] - ETA: 0s - loss: 0.8175
40/40 [==============================] - 0s 1ms/step - loss: 0.7969
40/40 [==============================] - 0s 1ms/step - loss: 0.7969
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 1.3612
39/40 [============================>.] - ETA: 0s - loss: 0.8016
40/40 [==============================] - 0s 1ms/step - loss: 0.7967
40/40 [==============================] - 0s 1ms/step - loss: 0.7967
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 1.3617
40/40 [==============================] - 0s 1ms/step - loss: 0.7964
40/40 [==============================] - 0s 1ms/step - loss: 0.7964
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 1.3622
31/40 [======================>.......] - ETA: 0s - loss: 0.9335
40/40 [==============================] - 0s 2ms/step - loss: 0.7962
40/40 [==============================] - 0s 2ms/step - loss: 0.7962
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 1.3623
40/40 [==============================] - 0s 1ms/step - loss: 0.7960
40/40 [==============================] - 0s 1ms/step - loss: 0.7960
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 1.3628
40/40 [==============================] - 0s 1ms/step - loss: 0.7958
40/40 [==============================] - 0s 1ms/step - loss: 0.7958
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 1.3628
36/40 [==========================>...] - ETA: 0s - loss: 0.8395
40/40 [==============================] - 0s 1ms/step - loss: 0.7956
40/40 [==============================] - 0s 1ms/step - loss: 0.7956
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 1.3639
35/40 [=========================>....] - ETA: 0s - loss: 0.8456
40/40 [==============================] - 0s 1ms/step - loss: 0.7953
40/40 [==============================] - 0s 1ms/step - loss: 0.7953
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 1.3639
36/40 [==========================>...] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 1ms/step - loss: 0.7950
40/40 [==============================] - 0s 1ms/step - loss: 0.7950
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 1.3648
34/40 [========================>.....] - ETA: 0s - loss: 0.8589
40/40 [==============================] - 0s 1ms/step - loss: 0.7947
40/40 [==============================] - 0s 2ms/step - loss: 0.7947
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 1.3648
36/40 [==========================>...] - ETA: 0s - loss: 0.8381
40/40 [==============================] - 0s 1ms/step - loss: 0.7944
40/40 [==============================] - 0s 1ms/step - loss: 0.7944
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 1.3657
35/40 [=========================>....] - ETA: 0s - loss: 0.8443
40/40 [==============================] - 0s 1ms/step - loss: 0.7942
40/40 [==============================] - 0s 2ms/step - loss: 0.7942
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 1.3657
35/40 [=========================>....] - ETA: 0s - loss: 0.8440
40/40 [==============================] - 0s 1ms/step - loss: 0.7939
40/40 [==============================] - 0s 2ms/step - loss: 0.7939
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 1.3664
35/40 [=========================>....] - ETA: 0s - loss: 0.8439
40/40 [==============================] - 0s 1ms/step - loss: 0.7938
40/40 [==============================] - 0s 2ms/step - loss: 0.7938
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 1.3661
34/40 [========================>.....] - ETA: 0s - loss: 0.8579
40/40 [==============================] - 0s 2ms/step - loss: 0.7938
40/40 [==============================] - 0s 2ms/step - loss: 0.7938
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 1.3675
36/40 [==========================>...] - ETA: 0s - loss: 0.8372
40/40 [==============================] - 0s 1ms/step - loss: 0.7936
40/40 [==============================] - 0s 1ms/step - loss: 0.7936
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 1.3690
35/40 [=========================>....] - ETA: 0s - loss: 0.8432
40/40 [==============================] - 0s 1ms/step - loss: 0.7933
40/40 [==============================] - 0s 1ms/step - loss: 0.7933
Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 1.3712
37/40 [==========================>...] - ETA: 0s - loss: 0.8276
40/40 [==============================] - 0s 1ms/step - loss: 0.7929
40/40 [==============================] - 0s 1ms/step - loss: 0.7929
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 1.3722
37/40 [==========================>...] - ETA: 0s - loss: 0.8272
40/40 [==============================] - 0s 1ms/step - loss: 0.7926
40/40 [==============================] - 0s 1ms/step - loss: 0.7926
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 1.3739
37/40 [==========================>...] - ETA: 0s - loss: 0.8268
40/40 [==============================] - 0s 1ms/step - loss: 0.7922
40/40 [==============================] - 0s 1ms/step - loss: 0.7922
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 1.3745
36/40 [==========================>...] - ETA: 0s - loss: 0.8353
40/40 [==============================] - 0s 1ms/step - loss: 0.7919
40/40 [==============================] - 0s 2ms/step - loss: 0.7919
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 1.3756
37/40 [==========================>...] - ETA: 0s - loss: 0.8261
40/40 [==============================] - 0s 1ms/step - loss: 0.7917
40/40 [==============================] - 0s 1ms/step - loss: 0.7917
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 1.3764
37/40 [==========================>...] - ETA: 0s - loss: 0.8258
40/40 [==============================] - 0s 1ms/step - loss: 0.7914
40/40 [==============================] - 0s 1ms/step - loss: 0.7914
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 1.3774
36/40 [==========================>...] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7912
40/40 [==============================] - 0s 1ms/step - loss: 0.7912
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 1.3778
36/40 [==========================>...] - ETA: 0s - loss: 0.8344
40/40 [==============================] - 0s 1ms/step - loss: 0.7911
40/40 [==============================] - 0s 1ms/step - loss: 0.7911
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 1.3796
36/40 [==========================>...] - ETA: 0s - loss: 0.8342
40/40 [==============================] - 0s 1ms/step - loss: 0.7910
40/40 [==============================] - 0s 2ms/step - loss: 0.7910
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 1.3809
37/40 [==========================>...] - ETA: 0s - loss: 0.8249
40/40 [==============================] - 0s 1ms/step - loss: 0.7907
40/40 [==============================] - 0s 1ms/step - loss: 0.7907
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 1.3836
36/40 [==========================>...] - ETA: 0s - loss: 0.8334
40/40 [==============================] - 0s 1ms/step - loss: 0.7904
40/40 [==============================] - 0s 1ms/step - loss: 0.7904
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 1.3841
36/40 [==========================>...] - ETA: 0s - loss: 0.8331
40/40 [==============================] - 0s 1ms/step - loss: 0.7901
40/40 [==============================] - 0s 1ms/step - loss: 0.7901
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 1.3862
36/40 [==========================>...] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7900
40/40 [==============================] - 0s 2ms/step - loss: 0.7900
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 1.3870
34/40 [========================>.....] - ETA: 0s - loss: 0.8532
40/40 [==============================] - 0s 1ms/step - loss: 0.7897
40/40 [==============================] - 0s 2ms/step - loss: 0.7897
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 1.3896
33/40 [=======================>......] - ETA: 0s - loss: 0.8766
40/40 [==============================] - 0s 2ms/step - loss: 0.7895
40/40 [==============================] - 0s 2ms/step - loss: 0.7895
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 1.3918
34/40 [========================>.....] - ETA: 0s - loss: 0.8525
40/40 [==============================] - 0s 1ms/step - loss: 0.7892
40/40 [==============================] - 0s 2ms/step - loss: 0.7892
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 1.3946
35/40 [=========================>....] - ETA: 0s - loss: 0.8383
40/40 [==============================] - 0s 1ms/step - loss: 0.7889
40/40 [==============================] - 0s 2ms/step - loss: 0.7889
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 1.3973
34/40 [========================>.....] - ETA: 0s - loss: 0.8517
40/40 [==============================] - 0s 1ms/step - loss: 0.7885
40/40 [==============================] - 0s 2ms/step - loss: 0.7885
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 1.3992
34/40 [========================>.....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.7884
40/40 [==============================] - 0s 2ms/step - loss: 0.7884
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 1.4017
35/40 [=========================>....] - ETA: 0s - loss: 0.8373
40/40 [==============================] - 0s 1ms/step - loss: 0.7881
40/40 [==============================] - 0s 2ms/step - loss: 0.7881
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 1.4046
34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7877
40/40 [==============================] - 0s 2ms/step - loss: 0.7877
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 1.4075
33/40 [=======================>......] - ETA: 0s - loss: 0.8737
40/40 [==============================] - 0s 2ms/step - loss: 0.7872
40/40 [==============================] - 0s 2ms/step - loss: 0.7872
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 1.4098
34/40 [========================>.....] - ETA: 0s - loss: 0.8497
40/40 [==============================] - 0s 1ms/step - loss: 0.7869
40/40 [==============================] - 0s 2ms/step - loss: 0.7869
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 1.4127
34/40 [========================>.....] - ETA: 0s - loss: 0.8493
40/40 [==============================] - 0s 1ms/step - loss: 0.7866
40/40 [==============================] - 0s 2ms/step - loss: 0.7866
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 1.4156
34/40 [========================>.....] - ETA: 0s - loss: 0.8490
40/40 [==============================] - 0s 1ms/step - loss: 0.7864
40/40 [==============================] - 0s 2ms/step - loss: 0.7864
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 1.4188
34/40 [========================>.....] - ETA: 0s - loss: 0.8486
40/40 [==============================] - 0s 1ms/step - loss: 0.7861
40/40 [==============================] - 0s 2ms/step - loss: 0.7861
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 1.4224
35/40 [=========================>....] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7858
40/40 [==============================] - 0s 2ms/step - loss: 0.7858
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 1.4261
35/40 [=========================>....] - ETA: 0s - loss: 0.8339
40/40 [==============================] - 0s 1ms/step - loss: 0.7853
40/40 [==============================] - 0s 1ms/step - loss: 0.7853
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 1.4300
34/40 [========================>.....] - ETA: 0s - loss: 0.8470
40/40 [==============================] - 0s 1ms/step - loss: 0.7849
40/40 [==============================] - 0s 2ms/step - loss: 0.7849
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 1.4338
35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7846
40/40 [==============================] - 0s 2ms/step - loss: 0.7846
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 1.4376
34/40 [========================>.....] - ETA: 0s - loss: 0.8461
40/40 [==============================] - 0s 2ms/step - loss: 0.7842
40/40 [==============================] - 0s 2ms/step - loss: 0.7842
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 1.4414
34/40 [========================>.....] - ETA: 0s - loss: 0.8457
40/40 [==============================] - 0s 1ms/step - loss: 0.7839
40/40 [==============================] - 0s 2ms/step - loss: 0.7839
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 1.4442
35/40 [=========================>....] - ETA: 0s - loss: 0.8320
40/40 [==============================] - 0s 1ms/step - loss: 0.7837
40/40 [==============================] - 0s 2ms/step - loss: 0.7837
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 1.4482
34/40 [========================>.....] - ETA: 0s - loss: 0.8452
40/40 [==============================] - 0s 1ms/step - loss: 0.7835
40/40 [==============================] - 0s 2ms/step - loss: 0.7835
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 1.4521
33/40 [=======================>......] - ETA: 0s - loss: 0.8682
40/40 [==============================] - 0s 2ms/step - loss: 0.7831
40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 1.4571
36/40 [==========================>...] - ETA: 0s - loss: 0.8242
40/40 [==============================] - 0s 1ms/step - loss: 0.7825
40/40 [==============================] - 0s 1ms/step - loss: 0.7825
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 1.4600
36/40 [==========================>...] - ETA: 0s - loss: 0.8239
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 1.4639
34/40 [========================>.....] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 1.4676
38/40 [===========================>..] - ETA: 0s - loss: 0.7988
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 1.4729
29/40 [====================>.........] - ETA: 0s - loss: 0.9564
40/40 [==============================] - 0s 2ms/step - loss: 0.7811
40/40 [==============================] - 0s 2ms/step - loss: 0.7811
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 1.4777
36/40 [==========================>...] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7806
40/40 [==============================] - 0s 1ms/step - loss: 0.7806
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 1.4830
34/40 [========================>.....] - ETA: 0s - loss: 0.8412
40/40 [==============================] - 0s 1ms/step - loss: 0.7801
40/40 [==============================] - 0s 2ms/step - loss: 0.7801
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 1.4873
36/40 [==========================>...] - ETA: 0s - loss: 0.8211
40/40 [==============================] - 0s 1ms/step - loss: 0.7797
40/40 [==============================] - 0s 1ms/step - loss: 0.7797
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 1.4919
36/40 [==========================>...] - ETA: 0s - loss: 0.8206
40/40 [==============================] - 0s 1ms/step - loss: 0.7793
40/40 [==============================] - 0s 1ms/step - loss: 0.7793
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 1.4958
35/40 [=========================>....] - ETA: 0s - loss: 0.8267
40/40 [==============================] - 0s 1ms/step - loss: 0.7790
40/40 [==============================] - 0s 2ms/step - loss: 0.7790
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 1.4994
36/40 [==========================>...] - ETA: 0s - loss: 0.8200
40/40 [==============================] - 0s 1ms/step - loss: 0.7788
40/40 [==============================] - 0s 1ms/step - loss: 0.7788
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 1.5032
36/40 [==========================>...] - ETA: 0s - loss: 0.8197
40/40 [==============================] - 0s 1ms/step - loss: 0.7785
40/40 [==============================] - 0s 1ms/step - loss: 0.7785
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 1.5068
35/40 [=========================>....] - ETA: 0s - loss: 0.8259
40/40 [==============================] - 0s 1ms/step - loss: 0.7782
40/40 [==============================] - 0s 2ms/step - loss: 0.7782
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 1.5102
34/40 [========================>.....] - ETA: 0s - loss: 0.8391
40/40 [==============================] - 0s 1ms/step - loss: 0.7779
40/40 [==============================] - 0s 2ms/step - loss: 0.7779
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 1.5141
36/40 [==========================>...] - ETA: 0s - loss: 0.8188
40/40 [==============================] - 0s 1ms/step - loss: 0.7777
40/40 [==============================] - 0s 1ms/step - loss: 0.7777
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 1.5177
37/40 [==========================>...] - ETA: 0s - loss: 0.8092
40/40 [==============================] - 0s 1ms/step - loss: 0.7775
40/40 [==============================] - 0s 1ms/step - loss: 0.7775
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 1.5225
35/40 [=========================>....] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7772
40/40 [==============================] - 0s 2ms/step - loss: 0.7772
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 1.5273
37/40 [==========================>...] - ETA: 0s - loss: 0.8083
40/40 [==============================] - 0s 1ms/step - loss: 0.7767
40/40 [==============================] - 0s 1ms/step - loss: 0.7767
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 1.5332
36/40 [==========================>...] - ETA: 0s - loss: 0.8169
40/40 [==============================] - 0s 1ms/step - loss: 0.7760
40/40 [==============================] - 0s 1ms/step - loss: 0.7760
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 1.5373
35/40 [=========================>....] - ETA: 0s - loss: 0.8231
40/40 [==============================] - 0s 1ms/step - loss: 0.7757
40/40 [==============================] - 0s 1ms/step - loss: 0.7757
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 1.5413
33/40 [=======================>......] - ETA: 0s - loss: 0.8595
40/40 [==============================] - 0s 2ms/step - loss: 0.7755
40/40 [==============================] - 0s 2ms/step - loss: 0.7755
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 1.5461
30/40 [=====================>........] - ETA: 0s - loss: 0.9250
40/40 [==============================] - 0s 2ms/step - loss: 0.7752
40/40 [==============================] - 0s 2ms/step - loss: 0.7752
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 1.5512
36/40 [==========================>...] - ETA: 0s - loss: 0.8154
40/40 [==============================] - 0s 1ms/step - loss: 0.7748
40/40 [==============================] - 0s 1ms/step - loss: 0.7748
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 1.5564
32/40 [=======================>......] - ETA: 0s - loss: 0.8811
40/40 [==============================] - 0s 2ms/step - loss: 0.7744
40/40 [==============================] - 0s 2ms/step - loss: 0.7744
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 1.5608
34/40 [========================>.....] - ETA: 0s - loss: 0.8345
40/40 [==============================] - 0s 1ms/step - loss: 0.7740
40/40 [==============================] - 0s 2ms/step - loss: 0.7740
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 1.5652
34/40 [========================>.....] - ETA: 0s - loss: 0.8342
40/40 [==============================] - 0s 2ms/step - loss: 0.7737
40/40 [==============================] - 0s 2ms/step - loss: 0.7737
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 1.5686
35/40 [=========================>....] - ETA: 0s - loss: 0.8207
40/40 [==============================] - 0s 1ms/step - loss: 0.7735
40/40 [==============================] - 0s 2ms/step - loss: 0.7735
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 1.5723
34/40 [========================>.....] - ETA: 0s - loss: 0.8340
40/40 [==============================] - 0s 1ms/step - loss: 0.7734
40/40 [==============================] - 0s 2ms/step - loss: 0.7734
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 1.5766
34/40 [========================>.....] - ETA: 0s - loss: 0.8337
40/40 [==============================] - 0s 1ms/step - loss: 0.7731
40/40 [==============================] - 0s 2ms/step - loss: 0.7731
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 1.5816
35/40 [=========================>....] - ETA: 0s - loss: 0.8198
40/40 [==============================] - 0s 1ms/step - loss: 0.7727
40/40 [==============================] - 0s 2ms/step - loss: 0.7727
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 1.5855
36/40 [==========================>...] - ETA: 0s - loss: 0.8125
40/40 [==============================] - 0s 1ms/step - loss: 0.7723
40/40 [==============================] - 0s 1ms/step - loss: 0.7723
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 1.5895
35/40 [=========================>....] - ETA: 0s - loss: 0.8192
40/40 [==============================] - 0s 1ms/step - loss: 0.7720
40/40 [==============================] - 0s 1ms/step - loss: 0.7720
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 1.5921
36/40 [==========================>...] - ETA: 0s - loss: 0.8120
40/40 [==============================] - 0s 1ms/step - loss: 0.7719
40/40 [==============================] - 0s 1ms/step - loss: 0.7719
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 1.5947
35/40 [=========================>....] - ETA: 0s - loss: 0.8193
40/40 [==============================] - 0s 1ms/step - loss: 0.7719
40/40 [==============================] - 0s 2ms/step - loss: 0.7719
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 1.5966
36/40 [==========================>...] - ETA: 0s - loss: 0.8121
40/40 [==============================] - 0s 1ms/step - loss: 0.7720
40/40 [==============================] - 0s 1ms/step - loss: 0.7720
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 1.5988
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40/40 [==============================] - 0s 1ms/step - loss: 0.7722
40/40 [==============================] - 0s 1ms/step - loss: 0.7722
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 1.6021
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40/40 [==============================] - 0s 1ms/step - loss: 0.7721
40/40 [==============================] - 0s 1ms/step - loss: 0.7721
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 1.6062
36/40 [==========================>...] - ETA: 0s - loss: 0.8118
40/40 [==============================] - 0s 1ms/step - loss: 0.7717
40/40 [==============================] - 0s 1ms/step - loss: 0.7717
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 1.6098
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40/40 [==============================] - 0s 1ms/step - loss: 0.7715
40/40 [==============================] - 0s 1ms/step - loss: 0.7715
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 1.6130
35/40 [=========================>....] - ETA: 0s - loss: 0.8193
40/40 [==============================] - 0s 1ms/step - loss: 0.7714
40/40 [==============================] - 0s 2ms/step - loss: 0.7714
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 1.6159
36/40 [==========================>...] - ETA: 0s - loss: 0.8114
40/40 [==============================] - 0s 1ms/step - loss: 0.7714
40/40 [==============================] - 0s 1ms/step - loss: 0.7714
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 1.6192
36/40 [==========================>...] - ETA: 0s - loss: 0.8114
40/40 [==============================] - 0s 1ms/step - loss: 0.7713
40/40 [==============================] - 0s 1ms/step - loss: 0.7713
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 1.6223
32/40 [=======================>......] - ETA: 0s - loss: 0.8790
40/40 [==============================] - 0s 2ms/step - loss: 0.7713
40/40 [==============================] - 0s 2ms/step - loss: 0.7713
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 1.6258
35/40 [=========================>....] - ETA: 0s - loss: 0.8196
40/40 [==============================] - 0s 1ms/step - loss: 0.7712
40/40 [==============================] - 0s 2ms/step - loss: 0.7712
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 1.6288
34/40 [========================>.....] - ETA: 0s - loss: 0.8341
40/40 [==============================] - 0s 1ms/step - loss: 0.7712
40/40 [==============================] - 0s 2ms/step - loss: 0.7712
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 1.6322
32/40 [=======================>......] - ETA: 0s - loss: 0.8793
40/40 [==============================] - 0s 2ms/step - loss: 0.7713
40/40 [==============================] - 0s 2ms/step - loss: 0.7713
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 1.6354
35/40 [=========================>....] - ETA: 0s - loss: 0.8202
40/40 [==============================] - 0s 1ms/step - loss: 0.7715
40/40 [==============================] - 0s 2ms/step - loss: 0.7715
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 1.6391
35/40 [=========================>....] - ETA: 0s - loss: 0.8204
40/40 [==============================] - 0s 1ms/step - loss: 0.7715
40/40 [==============================] - 0s 1ms/step - loss: 0.7715
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 1.6425
34/40 [========================>.....] - ETA: 0s - loss: 0.8354
40/40 [==============================] - 0s 2ms/step - loss: 0.7716
40/40 [==============================] - 0s 2ms/step - loss: 0.7716
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 1.6466
37/40 [==========================>...] - ETA: 0s - loss: 0.7995
40/40 [==============================] - 0s 1ms/step - loss: 0.7717
40/40 [==============================] - 0s 1ms/step - loss: 0.7717
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 1.6509
22/40 [===============>..............] - ETA: 0s - loss: 1.1419
40/40 [==============================] - 0s 2ms/step - loss: 0.7719
40/40 [==============================] - 0s 2ms/step - loss: 0.7719
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 1.6554
36/40 [==========================>...] - ETA: 0s - loss: 0.8124
40/40 [==============================] - 0s 1ms/step - loss: 0.7721
40/40 [==============================] - 0s 2ms/step - loss: 0.7721
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 1.6597
35/40 [=========================>....] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7724
40/40 [==============================] - 0s 2ms/step - loss: 0.7724
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 1.6643
36/40 [==========================>...] - ETA: 0s - loss: 0.8130
40/40 [==============================] - 0s 1ms/step - loss: 0.7726
40/40 [==============================] - 0s 1ms/step - loss: 0.7726
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 1.6686
36/40 [==========================>...] - ETA: 0s - loss: 0.8134
40/40 [==============================] - 0s 1ms/step - loss: 0.7730
40/40 [==============================] - 0s 1ms/step - loss: 0.7730
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 1.6730
33/40 [=======================>......] - ETA: 0s - loss: 0.8619
40/40 [==============================] - 0s 2ms/step - loss: 0.7734
40/40 [==============================] - 0s 2ms/step - loss: 0.7734
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 1.6780
36/40 [==========================>...] - ETA: 0s - loss: 0.8141
40/40 [==============================] - 0s 1ms/step - loss: 0.7736
40/40 [==============================] - 0s 1ms/step - loss: 0.7736
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 1.6829
36/40 [==========================>...] - ETA: 0s - loss: 0.8143
40/40 [==============================] - 0s 1ms/step - loss: 0.7738
40/40 [==============================] - 0s 1ms/step - loss: 0.7738
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 1.6876
36/40 [==========================>...] - ETA: 0s - loss: 0.8143
40/40 [==============================] - 0s 1ms/step - loss: 0.7738
40/40 [==============================] - 0s 1ms/step - loss: 0.7738
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 1.6913
36/40 [==========================>...] - ETA: 0s - loss: 0.8146
40/40 [==============================] - 0s 1ms/step - loss: 0.7740
40/40 [==============================] - 0s 2ms/step - loss: 0.7740
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 1.6945
30/40 [=====================>........] - ETA: 0s - loss: 0.9196
40/40 [==============================] - 0s 2ms/step - loss: 0.7744
40/40 [==============================] - 0s 2ms/step - loss: 0.7744
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 1.6985
36/40 [==========================>...] - ETA: 0s - loss: 0.8156
40/40 [==============================] - 0s 1ms/step - loss: 0.7750
40/40 [==============================] - 0s 1ms/step - loss: 0.7750
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 1.7042
36/40 [==========================>...] - ETA: 0s - loss: 0.8161
40/40 [==============================] - 0s 1ms/step - loss: 0.7754
40/40 [==============================] - 0s 1ms/step - loss: 0.7754
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 1.7107
37/40 [==========================>...] - ETA: 0s - loss: 0.8020
40/40 [==============================] - 0s 1ms/step - loss: 0.7758
40/40 [==============================] - 0s 1ms/step - loss: 0.7758
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 1.7173
36/40 [==========================>...] - ETA: 0s - loss: 0.8167
40/40 [==============================] - 0s 1ms/step - loss: 0.7760
40/40 [==============================] - 0s 1ms/step - loss: 0.7760
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 1.7242
30/40 [=====================>........] - ETA: 0s - loss: 0.9214
40/40 [==============================] - 0s 2ms/step - loss: 0.7764
40/40 [==============================] - 0s 2ms/step - loss: 0.7764
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 1.7314
33/40 [=======================>......] - ETA: 0s - loss: 0.8679
40/40 [==============================] - 0s 2ms/step - loss: 0.7767
40/40 [==============================] - 0s 2ms/step - loss: 0.7767
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 1.7373
34/40 [========================>.....] - ETA: 0s - loss: 0.8458
40/40 [==============================] - 0s 1ms/step - loss: 0.7774
40/40 [==============================] - 0s 2ms/step - loss: 0.7774
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 1.7431
33/40 [=======================>......] - ETA: 0s - loss: 0.8700
40/40 [==============================] - 0s 2ms/step - loss: 0.7781
40/40 [==============================] - 0s 2ms/step - loss: 0.7781
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 1.7495
34/40 [========================>.....] - ETA: 0s - loss: 0.8476
40/40 [==============================] - 0s 2ms/step - loss: 0.7786
40/40 [==============================] - 0s 2ms/step - loss: 0.7786
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 1.7544
31/40 [======================>.......] - ETA: 0s - loss: 0.9108
40/40 [==============================] - 0s 2ms/step - loss: 0.7795
40/40 [==============================] - 0s 2ms/step - loss: 0.7795
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 1.7604
35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7804
40/40 [==============================] - 0s 2ms/step - loss: 0.7804
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 1.7675
36/40 [==========================>...] - ETA: 0s - loss: 0.8216
40/40 [==============================] - 0s 1ms/step - loss: 0.7808
40/40 [==============================] - 0s 1ms/step - loss: 0.7808
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 1.7746
36/40 [==========================>...] - ETA: 0s - loss: 0.8217
40/40 [==============================] - 0s 1ms/step - loss: 0.7811
40/40 [==============================] - 0s 1ms/step - loss: 0.7811
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 1.7802
36/40 [==========================>...] - ETA: 0s - loss: 0.8221
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 1.7853
29/40 [====================>.........] - ETA: 0s - loss: 0.9425
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 1.7898
35/40 [=========================>....] - ETA: 0s - loss: 0.8352
40/40 [==============================] - 0s 1ms/step - loss: 0.7823
40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 1.7957
37/40 [==========================>...] - ETA: 0s - loss: 0.8064
40/40 [==============================] - 0s 1ms/step - loss: 0.7824
40/40 [==============================] - 0s 1ms/step - loss: 0.7824
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 1.8017
35/40 [=========================>....] - ETA: 0s - loss: 0.8350
40/40 [==============================] - 0s 1ms/step - loss: 0.7823
40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 1.8072
36/40 [==========================>...] - ETA: 0s - loss: 0.8222
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 1.8141
32/40 [=======================>......] - ETA: 0s - loss: 0.8958
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 1.8212
35/40 [=========================>....] - ETA: 0s - loss: 0.8340
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 1.8271
35/40 [=========================>....] - ETA: 0s - loss: 0.8338
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
40/40 [==============================] - 0s 2ms/step - loss: 0.7815
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 1.8325
36/40 [==========================>...] - ETA: 0s - loss: 0.8207
40/40 [==============================] - 0s 1ms/step - loss: 0.7814
40/40 [==============================] - 0s 1ms/step - loss: 0.7814
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 1.8373
35/40 [=========================>....] - ETA: 0s - loss: 0.8337
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 1.8425
34/40 [========================>.....] - ETA: 0s - loss: 0.8512
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 1.8475
37/40 [==========================>...] - ETA: 0s - loss: 0.8034
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 1.8530
36/40 [==========================>...] - ETA: 0s - loss: 0.8201
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 1.8581
34/40 [========================>.....] - ETA: 0s - loss: 0.8506
40/40 [==============================] - 0s 1ms/step - loss: 0.7815
40/40 [==============================] - 0s 2ms/step - loss: 0.7815
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 1.8627
34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 1.8670
34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 1ms/step - loss: 0.7817
40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 1.8710
34/40 [========================>.....] - ETA: 0s - loss: 0.8507
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 1.8751
35/40 [=========================>....] - ETA: 0s - loss: 0.8328
40/40 [==============================] - 0s 1ms/step - loss: 0.7817
40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 1.8793
34/40 [========================>.....] - ETA: 0s - loss: 0.8503
40/40 [==============================] - 0s 1ms/step - loss: 0.7817
40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 1.8837
33/40 [=======================>......] - ETA: 0s - loss: 0.8729
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 1.8873
35/40 [=========================>....] - ETA: 0s - loss: 0.8323
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 1.8912
34/40 [========================>.....] - ETA: 0s - loss: 0.8501
40/40 [==============================] - 0s 1ms/step - loss: 0.7819
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 1.8925
29/40 [====================>.........] - ETA: 0s - loss: 0.9240
40/40 [==============================] - 0s 2ms/step - loss: 0.7823
40/40 [==============================] - 0s 2ms/step - loss: 0.7823
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 1.8936
35/40 [=========================>....] - ETA: 0s - loss: 0.8333
40/40 [==============================] - 0s 1ms/step - loss: 0.7828
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 1.8946
35/40 [=========================>....] - ETA: 0s - loss: 0.8336
40/40 [==============================] - 0s 2ms/step - loss: 0.7832
40/40 [==============================] - 0s 2ms/step - loss: 0.7832
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 1.8954
34/40 [========================>.....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.7834
40/40 [==============================] - 0s 2ms/step - loss: 0.7834
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 1.8968
33/40 [=======================>......] - ETA: 0s - loss: 0.8738
40/40 [==============================] - 0s 2ms/step - loss: 0.7834
40/40 [==============================] - 0s 2ms/step - loss: 0.7834
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 1.8978
35/40 [=========================>....] - ETA: 0s - loss: 0.8330
40/40 [==============================] - 0s 1ms/step - loss: 0.7832
40/40 [==============================] - 0s 2ms/step - loss: 0.7832
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 1.8965
34/40 [========================>.....] - ETA: 0s - loss: 0.8505
40/40 [==============================] - 0s 1ms/step - loss: 0.7831
40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 1.8946
33/40 [=======================>......] - ETA: 0s - loss: 0.8723
40/40 [==============================] - 0s 2ms/step - loss: 0.7831
40/40 [==============================] - 0s 2ms/step - loss: 0.7831
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 1.8917
34/40 [========================>.....] - ETA: 0s - loss: 0.8496
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 1.8870
34/40 [========================>.....] - ETA: 0s - loss: 0.8490
40/40 [==============================] - 0s 1ms/step - loss: 0.7825
40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 1.8808
34/40 [========================>.....] - ETA: 0s - loss: 0.8483
40/40 [==============================] - 0s 2ms/step - loss: 0.7821
40/40 [==============================] - 0s 2ms/step - loss: 0.7821
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 1.8754
33/40 [=======================>......] - ETA: 0s - loss: 0.8686
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 1.8687
35/40 [=========================>....] - ETA: 0s - loss: 0.8279
40/40 [==============================] - 0s 1ms/step - loss: 0.7806
40/40 [==============================] - 0s 2ms/step - loss: 0.7806
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 1.8599
34/40 [========================>.....] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7793
40/40 [==============================] - 0s 2ms/step - loss: 0.7793
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 1.8481
33/40 [=======================>......] - ETA: 0s - loss: 0.8600
40/40 [==============================] - 0s 2ms/step - loss: 0.7775
40/40 [==============================] - 0s 2ms/step - loss: 0.7775
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 1.8326
34/40 [========================>.....] - ETA: 0s - loss: 0.8365
40/40 [==============================] - 0s 2ms/step - loss: 0.7749
40/40 [==============================] - 0s 2ms/step - loss: 0.7749
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 1.8114
35/40 [=========================>....] - ETA: 0s - loss: 0.8155
40/40 [==============================] - 0s 1ms/step - loss: 0.7718
40/40 [==============================] - 0s 2ms/step - loss: 0.7718
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 1.7925
27/40 [===================>..........] - ETA: 0s - loss: 0.8694
40/40 [==============================] - 0s 2ms/step - loss: 0.7672
40/40 [==============================] - 0s 2ms/step - loss: 0.7672
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 1.7706
23/40 [================>.............] - ETA: 0s - loss: 0.9570
40/40 [==============================] - 0s 2ms/step - loss: 0.7622
40/40 [==============================] - 0s 2ms/step - loss: 0.7622
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 1.7391
35/40 [=========================>....] - ETA: 0s - loss: 0.7964
40/40 [==============================] - 0s 2ms/step - loss: 0.7573
40/40 [==============================] - 0s 2ms/step - loss: 0.7573
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 1.7021
35/40 [=========================>....] - ETA: 0s - loss: 0.7905
40/40 [==============================] - 0s 1ms/step - loss: 0.7529
40/40 [==============================] - 0s 2ms/step - loss: 0.7529
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 1.6629
33/40 [=======================>......] - ETA: 0s - loss: 0.8109
40/40 [==============================] - 0s 2ms/step - loss: 0.7479
40/40 [==============================] - 0s 2ms/step - loss: 0.7479
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 1.6104
35/40 [=========================>....] - ETA: 0s - loss: 0.7774
40/40 [==============================] - 0s 1ms/step - loss: 0.7428
40/40 [==============================] - 0s 2ms/step - loss: 0.7428
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 1.5394
29/40 [====================>.........] - ETA: 0s - loss: 0.7972
40/40 [==============================] - 0s 2ms/step - loss: 0.7376
40/40 [==============================] - 0s 2ms/step - loss: 0.7376
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 1.4668
34/40 [========================>.....] - ETA: 0s - loss: 0.7777
40/40 [==============================] - 0s 1ms/step - loss: 0.7324
40/40 [==============================] - 0s 2ms/step - loss: 0.7324
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 1.3953
34/40 [========================>.....] - ETA: 0s - loss: 0.7703
40/40 [==============================] - 0s 1ms/step - loss: 0.7268
40/40 [==============================] - 0s 2ms/step - loss: 0.7268
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 1.3210
35/40 [=========================>....] - ETA: 0s - loss: 0.7499
40/40 [==============================] - 0s 1ms/step - loss: 0.7210
40/40 [==============================] - 0s 2ms/step - loss: 0.7210
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 1.2489
34/40 [========================>.....] - ETA: 0s - loss: 0.7540
40/40 [==============================] - 0s 1ms/step - loss: 0.7150
40/40 [==============================] - 0s 2ms/step - loss: 0.7150
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 1.1821
35/40 [=========================>....] - ETA: 0s - loss: 0.7353
40/40 [==============================] - 0s 2ms/step - loss: 0.7093
40/40 [==============================] - 0s 2ms/step - loss: 0.7093
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 1.1236
34/40 [========================>.....] - ETA: 0s - loss: 0.7380
40/40 [==============================] - 0s 2ms/step - loss: 0.7039
40/40 [==============================] - 0s 2ms/step - loss: 0.7039
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 1.0732
34/40 [========================>.....] - ETA: 0s - loss: 0.7304
40/40 [==============================] - 0s 2ms/step - loss: 0.6989
40/40 [==============================] - 0s 2ms/step - loss: 0.6989
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 1.0312
37/40 [==========================>...] - ETA: 0s - loss: 0.6872
40/40 [==============================] - 0s 1ms/step - loss: 0.6942
40/40 [==============================] - 0s 1ms/step - loss: 0.6942
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.9963
36/40 [==========================>...] - ETA: 0s - loss: 0.6950
40/40 [==============================] - 0s 1ms/step - loss: 0.6899
40/40 [==============================] - 0s 1ms/step - loss: 0.6899
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.9704
33/40 [=======================>......] - ETA: 0s - loss: 0.7119
40/40 [==============================] - 0s 3ms/step - loss: 0.6858
40/40 [==============================] - 0s 3ms/step - loss: 0.6858
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.9498
36/40 [==========================>...] - ETA: 0s - loss: 0.6859
40/40 [==============================] - 0s 1ms/step - loss: 0.6820
40/40 [==============================] - 0s 1ms/step - loss: 0.6820
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.9340
37/40 [==========================>...] - ETA: 0s - loss: 0.6701
40/40 [==============================] - 0s 1ms/step - loss: 0.6785
40/40 [==============================] - 0s 1ms/step - loss: 0.6785
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.9232
36/40 [==========================>...] - ETA: 0s - loss: 0.6785
40/40 [==============================] - 0s 1ms/step - loss: 0.6754
40/40 [==============================] - 0s 1ms/step - loss: 0.6754
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.9160
36/40 [==========================>...] - ETA: 0s - loss: 0.6754
40/40 [==============================] - 0s 1ms/step - loss: 0.6727
40/40 [==============================] - 0s 1ms/step - loss: 0.6727
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.9119
36/40 [==========================>...] - ETA: 0s - loss: 0.6729
40/40 [==============================] - 0s 1ms/step - loss: 0.6704
40/40 [==============================] - 0s 1ms/step - loss: 0.6704
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.9101
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6684
40/40 [==============================] - 0s 1ms/step - loss: 0.6684
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.9097
36/40 [==========================>...] - ETA: 0s - loss: 0.6691
40/40 [==============================] - 0s 1ms/step - loss: 0.6667
40/40 [==============================] - 0s 1ms/step - loss: 0.6667
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.9111
32/40 [=======================>......] - ETA: 0s - loss: 0.6931
40/40 [==============================] - 0s 2ms/step - loss: 0.6655
40/40 [==============================] - 0s 2ms/step - loss: 0.6655
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.9142
26/40 [==================>...........] - ETA: 0s - loss: 0.6548
40/40 [==============================] - 0s 2ms/step - loss: 0.6644
40/40 [==============================] - 0s 2ms/step - loss: 0.6644
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.9198
33/40 [=======================>......] - ETA: 0s - loss: 0.6957
40/40 [==============================] - 0s 2ms/step - loss: 0.6628
40/40 [==============================] - 0s 2ms/step - loss: 0.6628
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.9236
31/40 [======================>.......] - ETA: 0s - loss: 0.6923
40/40 [==============================] - 0s 2ms/step - loss: 0.6610
40/40 [==============================] - 0s 2ms/step - loss: 0.6610
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.9227
35/40 [=========================>....] - ETA: 0s - loss: 0.6784
40/40 [==============================] - 0s 1ms/step - loss: 0.6603
40/40 [==============================] - 0s 2ms/step - loss: 0.6603
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.9177
34/40 [========================>.....] - ETA: 0s - loss: 0.6922
40/40 [==============================] - 0s 1ms/step - loss: 0.6594
40/40 [==============================] - 0s 2ms/step - loss: 0.6594
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.9154
36/40 [==========================>...] - ETA: 0s - loss: 0.6619
40/40 [==============================] - 0s 1ms/step - loss: 0.6587
40/40 [==============================] - 0s 2ms/step - loss: 0.6587
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.9152
36/40 [==========================>...] - ETA: 0s - loss: 0.6615
40/40 [==============================] - 0s 1ms/step - loss: 0.6581
40/40 [==============================] - 0s 1ms/step - loss: 0.6581
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.9157
36/40 [==========================>...] - ETA: 0s - loss: 0.6610
40/40 [==============================] - 0s 1ms/step - loss: 0.6573
40/40 [==============================] - 0s 1ms/step - loss: 0.6573
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.9153
37/40 [==========================>...] - ETA: 0s - loss: 0.6494
40/40 [==============================] - 0s 1ms/step - loss: 0.6567
40/40 [==============================] - 0s 1ms/step - loss: 0.6567
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.9163
36/40 [==========================>...] - ETA: 0s - loss: 0.6605
40/40 [==============================] - 0s 1ms/step - loss: 0.6562
40/40 [==============================] - 0s 1ms/step - loss: 0.6562
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.9189
35/40 [=========================>....] - ETA: 0s - loss: 0.6755
40/40 [==============================] - 0s 1ms/step - loss: 0.6556
40/40 [==============================] - 0s 2ms/step - loss: 0.6556
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.9206
35/40 [=========================>....] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6553
40/40 [==============================] - 0s 2ms/step - loss: 0.6553
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.9243
35/40 [=========================>....] - ETA: 0s - loss: 0.6760
40/40 [==============================] - 0s 1ms/step - loss: 0.6550
40/40 [==============================] - 0s 1ms/step - loss: 0.6550
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.9301
36/40 [==========================>...] - ETA: 0s - loss: 0.6612
40/40 [==============================] - 0s 1ms/step - loss: 0.6548
40/40 [==============================] - 0s 1ms/step - loss: 0.6548
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.9344
34/40 [========================>.....] - ETA: 0s - loss: 0.6920
40/40 [==============================] - 0s 1ms/step - loss: 0.6543
40/40 [==============================] - 0s 2ms/step - loss: 0.6543
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.9395
35/40 [=========================>....] - ETA: 0s - loss: 0.6770
40/40 [==============================] - 0s 1ms/step - loss: 0.6539
40/40 [==============================] - 0s 1ms/step - loss: 0.6539
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.9441
36/40 [==========================>...] - ETA: 0s - loss: 0.6617
40/40 [==============================] - 0s 1ms/step - loss: 0.6534
40/40 [==============================] - 0s 1ms/step - loss: 0.6534
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.9494
36/40 [==========================>...] - ETA: 0s - loss: 0.6618
40/40 [==============================] - 0s 1ms/step - loss: 0.6528
40/40 [==============================] - 0s 1ms/step - loss: 0.6528
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.9545
34/40 [========================>.....] - ETA: 0s - loss: 0.6930
40/40 [==============================] - 0s 1ms/step - loss: 0.6523
40/40 [==============================] - 0s 2ms/step - loss: 0.6523
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.9579
36/40 [==========================>...] - ETA: 0s - loss: 0.6620
40/40 [==============================] - 0s 1ms/step - loss: 0.6517
40/40 [==============================] - 0s 1ms/step - loss: 0.6517
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.9646
37/40 [==========================>...] - ETA: 0s - loss: 0.6497
40/40 [==============================] - 0s 1ms/step - loss: 0.6514
40/40 [==============================] - 0s 1ms/step - loss: 0.6514
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.9729
36/40 [==========================>...] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 1ms/step - loss: 0.6510
40/40 [==============================] - 0s 1ms/step - loss: 0.6510
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.9762
36/40 [==========================>...] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 1ms/step - loss: 0.6502
40/40 [==============================] - 0s 1ms/step - loss: 0.6502
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.9819
36/40 [==========================>...] - ETA: 0s - loss: 0.6633
40/40 [==============================] - 0s 1ms/step - loss: 0.6497
40/40 [==============================] - 0s 1ms/step - loss: 0.6497
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.9950
33/40 [=======================>......] - ETA: 0s - loss: 0.6995
40/40 [==============================] - 0s 2ms/step - loss: 0.6499
40/40 [==============================] - 0s 2ms/step - loss: 0.6499
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.9959
34/40 [========================>.....] - ETA: 0s - loss: 0.6958
40/40 [==============================] - 0s 1ms/step - loss: 0.6486
40/40 [==============================] - 0s 2ms/step - loss: 0.6486
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 0.9988
34/40 [========================>.....] - ETA: 0s - loss: 0.6966
40/40 [==============================] - 0s 2ms/step - loss: 0.6479
40/40 [==============================] - 0s 2ms/step - loss: 0.6479
Epoch: 251
1/40 [..............................] - ETA: 0s - loss: 1.0197
35/40 [=========================>....] - ETA: 0s - loss: 0.6829
40/40 [==============================] - 0s 1ms/step - loss: 0.6491
40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch: 252
1/40 [..............................] - ETA: 0s - loss: 1.0134
34/40 [========================>.....] - ETA: 0s - loss: 0.6972
40/40 [==============================] - 0s 1ms/step - loss: 0.6470
40/40 [==============================] - 0s 2ms/step - loss: 0.6470
Epoch: 253
1/40 [..............................] - ETA: 0s - loss: 1.0141
29/40 [====================>.........] - ETA: 0s - loss: 0.6915
40/40 [==============================] - 0s 2ms/step - loss: 0.6462
40/40 [==============================] - 0s 2ms/step - loss: 0.6462
Epoch: 254
1/40 [..............................] - ETA: 0s - loss: 1.0419
37/40 [==========================>...] - ETA: 0s - loss: 0.6537
40/40 [==============================] - 0s 1ms/step - loss: 0.6481
40/40 [==============================] - 0s 1ms/step - loss: 0.6481
Epoch: 255
1/40 [..............................] - ETA: 0s - loss: 1.0314
37/40 [==========================>...] - ETA: 0s - loss: 0.6513
40/40 [==============================] - 0s 1ms/step - loss: 0.6453
40/40 [==============================] - 0s 1ms/step - loss: 0.6453
Epoch: 256
1/40 [..............................] - ETA: 0s - loss: 1.0258
36/40 [==========================>...] - ETA: 0s - loss: 0.6675
40/40 [==============================] - 0s 1ms/step - loss: 0.6449
40/40 [==============================] - 0s 1ms/step - loss: 0.6449
Epoch: 257
1/40 [..............................] - ETA: 0s - loss: 1.0687
36/40 [==========================>...] - ETA: 0s - loss: 0.6720
40/40 [==============================] - 0s 1ms/step - loss: 0.6483
40/40 [==============================] - 0s 1ms/step - loss: 0.6483
Epoch: 258
1/40 [..............................] - ETA: 0s - loss: 1.0476
35/40 [=========================>....] - ETA: 0s - loss: 0.6855
40/40 [==============================] - 0s 1ms/step - loss: 0.6444
40/40 [==============================] - 0s 2ms/step - loss: 0.6444
Epoch: 259
1/40 [..............................] - ETA: 0s - loss: 1.0402
36/40 [==========================>...] - ETA: 0s - loss: 0.6722
40/40 [==============================] - 0s 1ms/step - loss: 0.6459
40/40 [==============================] - 0s 1ms/step - loss: 0.6459
Epoch: 260
1/40 [..............................] - ETA: 0s - loss: 1.0811
36/40 [==========================>...] - ETA: 0s - loss: 0.6745
40/40 [==============================] - 0s 1ms/step - loss: 0.6469
40/40 [==============================] - 0s 1ms/step - loss: 0.6469
Epoch: 261
1/40 [..............................] - ETA: 0s - loss: 1.0784
36/40 [==========================>...] - ETA: 0s - loss: 0.6697
40/40 [==============================] - 0s 1ms/step - loss: 0.6425
40/40 [==============================] - 0s 1ms/step - loss: 0.6425
Epoch: 262
1/40 [..............................] - ETA: 0s - loss: 1.0853
35/40 [=========================>....] - ETA: 0s - loss: 0.6889
40/40 [==============================] - 0s 1ms/step - loss: 0.6432
40/40 [==============================] - 0s 2ms/step - loss: 0.6432
Epoch: 263
1/40 [..............................] - ETA: 0s - loss: 1.0938
34/40 [========================>.....] - ETA: 0s - loss: 0.7059
40/40 [==============================] - 0s 1ms/step - loss: 0.6435
40/40 [==============================] - 0s 2ms/step - loss: 0.6435
Epoch: 264
1/40 [..............................] - ETA: 0s - loss: 1.0832
35/40 [=========================>....] - ETA: 0s - loss: 0.6873
40/40 [==============================] - 0s 1ms/step - loss: 0.6411
40/40 [==============================] - 0s 2ms/step - loss: 0.6411
Epoch: 265
1/40 [..............................] - ETA: 0s - loss: 1.0722
33/40 [=======================>......] - ETA: 0s - loss: 0.7073
40/40 [==============================] - 0s 2ms/step - loss: 0.6407
40/40 [==============================] - 0s 2ms/step - loss: 0.6407
Epoch: 266
1/40 [..............................] - ETA: 0s - loss: 1.1013
34/40 [========================>.....] - ETA: 0s - loss: 0.7081
40/40 [==============================] - 0s 1ms/step - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.6438
Epoch: 267
1/40 [..............................] - ETA: 0s - loss: 1.0844
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6405
40/40 [==============================] - 0s 1ms/step - loss: 0.6405
Epoch: 268
1/40 [..............................] - ETA: 0s - loss: 1.0749
36/40 [==========================>...] - ETA: 0s - loss: 0.6727
40/40 [==============================] - 0s 1ms/step - loss: 0.6409
40/40 [==============================] - 0s 1ms/step - loss: 0.6409
Epoch: 269
1/40 [..............................] - ETA: 0s - loss: 1.1041
36/40 [==========================>...] - ETA: 0s - loss: 0.6770
40/40 [==============================] - 0s 1ms/step - loss: 0.6440
40/40 [==============================] - 0s 1ms/step - loss: 0.6440
Epoch: 270
1/40 [..............................] - ETA: 0s - loss: 1.0982
36/40 [==========================>...] - ETA: 0s - loss: 0.6717
40/40 [==============================] - 0s 1ms/step - loss: 0.6395
40/40 [==============================] - 0s 1ms/step - loss: 0.6395
Epoch: 271
1/40 [..............................] - ETA: 0s - loss: 1.0848
37/40 [==========================>...] - ETA: 0s - loss: 0.6553
40/40 [==============================] - 0s 1ms/step - loss: 0.6393
40/40 [==============================] - 0s 1ms/step - loss: 0.6393
Epoch: 272
1/40 [..............................] - ETA: 0s - loss: 1.1137
36/40 [==========================>...] - ETA: 0s - loss: 0.6780
40/40 [==============================] - 0s 1ms/step - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.6438
Epoch: 273
1/40 [..............................] - ETA: 0s - loss: 1.0915
36/40 [==========================>...] - ETA: 0s - loss: 0.6733
40/40 [==============================] - 0s 1ms/step - loss: 0.6397
40/40 [==============================] - 0s 1ms/step - loss: 0.6397
Epoch: 274
1/40 [..............................] - ETA: 0s - loss: 1.0863
35/40 [=========================>....] - ETA: 0s - loss: 0.6927
40/40 [==============================] - 0s 1ms/step - loss: 0.6399
40/40 [==============================] - 0s 2ms/step - loss: 0.6399
Epoch: 275
1/40 [..............................] - ETA: 0s - loss: 1.1088
37/40 [==========================>...] - ETA: 0s - loss: 0.6620
40/40 [==============================] - 0s 1ms/step - loss: 0.6434
40/40 [==============================] - 0s 2ms/step - loss: 0.6434
Epoch: 276
1/40 [..............................] - ETA: 0s - loss: 1.1071
36/40 [==========================>...] - ETA: 0s - loss: 0.6734
40/40 [==============================] - 0s 1ms/step - loss: 0.6384
40/40 [==============================] - 0s 1ms/step - loss: 0.6384
Epoch: 277
1/40 [..............................] - ETA: 0s - loss: 1.1012
36/40 [==========================>...] - ETA: 0s - loss: 0.6711
40/40 [==============================] - 0s 1ms/step - loss: 0.6363
40/40 [==============================] - 0s 2ms/step - loss: 0.6363
Epoch: 278
1/40 [..............................] - ETA: 0s - loss: 1.1052
37/40 [==========================>...] - ETA: 0s - loss: 0.6549
40/40 [==============================] - 0s 1ms/step - loss: 0.6368
40/40 [==============================] - 0s 1ms/step - loss: 0.6368
Epoch: 279
1/40 [..............................] - ETA: 0s - loss: 1.0910
37/40 [==========================>...] - ETA: 0s - loss: 0.6525
40/40 [==============================] - 0s 1ms/step - loss: 0.6346
40/40 [==============================] - 0s 1ms/step - loss: 0.6346
Epoch: 280
1/40 [..............................] - ETA: 0s - loss: 1.0735
30/40 [=====================>........] - ETA: 0s - loss: 0.7055
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch: 281
1/40 [..............................] - ETA: 0s - loss: 1.1070
34/40 [========================>.....] - ETA: 0s - loss: 0.7097
40/40 [==============================] - 0s 1ms/step - loss: 0.6397
40/40 [==============================] - 0s 2ms/step - loss: 0.6397
Epoch: 282
1/40 [..............................] - ETA: 0s - loss: 1.0794
36/40 [==========================>...] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6391
40/40 [==============================] - 0s 1ms/step - loss: 0.6391
Epoch: 283
1/40 [..............................] - ETA: 0s - loss: 1.0723
35/40 [=========================>....] - ETA: 0s - loss: 0.6993
40/40 [==============================] - 0s 1ms/step - loss: 0.6428
40/40 [==============================] - 0s 1ms/step - loss: 0.6428
Epoch: 284
1/40 [..............................] - ETA: 0s - loss: 1.0858
36/40 [==========================>...] - ETA: 0s - loss: 0.6781
40/40 [==============================] - 0s 1ms/step - loss: 0.6396
40/40 [==============================] - 0s 1ms/step - loss: 0.6396
Epoch: 285
1/40 [..............................] - ETA: 0s - loss: 1.1310
29/40 [====================>.........] - ETA: 0s - loss: 0.7078
40/40 [==============================] - 0s 2ms/step - loss: 0.6422
40/40 [==============================] - 0s 2ms/step - loss: 0.6422
Epoch: 286
1/40 [..............................] - ETA: 0s - loss: 1.0775
36/40 [==========================>...] - ETA: 0s - loss: 0.6757
40/40 [==============================] - 0s 1ms/step - loss: 0.6372
40/40 [==============================] - 0s 1ms/step - loss: 0.6372
Epoch: 287
1/40 [..............................] - ETA: 0s - loss: 1.1195
35/40 [=========================>....] - ETA: 0s - loss: 0.6927
40/40 [==============================] - 0s 1ms/step - loss: 0.6362
40/40 [==============================] - 0s 2ms/step - loss: 0.6362
Epoch: 288
1/40 [..............................] - ETA: 0s - loss: 1.0833
37/40 [==========================>...] - ETA: 0s - loss: 0.6564
40/40 [==============================] - 0s 1ms/step - loss: 0.6357
40/40 [==============================] - 0s 1ms/step - loss: 0.6357
Epoch: 289
1/40 [..............................] - ETA: 0s - loss: 1.0729
36/40 [==========================>...] - ETA: 0s - loss: 0.6805
40/40 [==============================] - 0s 1ms/step - loss: 0.6408
40/40 [==============================] - 0s 1ms/step - loss: 0.6408
Epoch: 290
1/40 [..............................] - ETA: 0s - loss: 1.0870
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40/40 [==============================] - 0s 1ms/step - loss: 0.6372
40/40 [==============================] - 0s 2ms/step - loss: 0.6372
Epoch: 291
1/40 [..............................] - ETA: 0s - loss: 1.1286
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40/40 [==============================] - 0s 1ms/step - loss: 0.6386
40/40 [==============================] - 0s 2ms/step - loss: 0.6386
Epoch: 292
1/40 [..............................] - ETA: 0s - loss: 1.0768
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40/40 [==============================] - 0s 1ms/step - loss: 0.6341
40/40 [==============================] - 0s 1ms/step - loss: 0.6341
Epoch: 293
1/40 [..............................] - ETA: 0s - loss: 1.1039
36/40 [==========================>...] - ETA: 0s - loss: 0.6719
40/40 [==============================] - 0s 1ms/step - loss: 0.6324
40/40 [==============================] - 0s 1ms/step - loss: 0.6324
Epoch: 294
1/40 [..............................] - ETA: 0s - loss: 1.1080
33/40 [=======================>......] - ETA: 0s - loss: 0.7089
40/40 [==============================] - 0s 1ms/step - loss: 0.6334
40/40 [==============================] - 0s 2ms/step - loss: 0.6334
Epoch: 295
1/40 [..............................] - ETA: 0s - loss: 1.0820
28/40 [====================>.........] - ETA: 0s - loss: 0.6727
40/40 [==============================] - 0s 2ms/step - loss: 0.6318
40/40 [==============================] - 0s 2ms/step - loss: 0.6318
Epoch: 296
1/40 [..............................] - ETA: 0s - loss: 1.0630
36/40 [==========================>...] - ETA: 0s - loss: 0.6809
40/40 [==============================] - 0s 1ms/step - loss: 0.6395
40/40 [==============================] - 0s 1ms/step - loss: 0.6395
Epoch: 297
1/40 [..............................] - ETA: 0s - loss: 1.0784
36/40 [==========================>...] - ETA: 0s - loss: 0.6754
40/40 [==============================] - 0s 1ms/step - loss: 0.6342
40/40 [==============================] - 0s 1ms/step - loss: 0.6342
Epoch: 298
1/40 [..............................] - ETA: 0s - loss: 1.1089
36/40 [==========================>...] - ETA: 0s - loss: 0.6738
40/40 [==============================] - 0s 1ms/step - loss: 0.6325
40/40 [==============================] - 0s 1ms/step - loss: 0.6325
Epoch: 299
1/40 [..............................] - ETA: 0s - loss: 1.0755
36/40 [==========================>...] - ETA: 0s - loss: 0.6708
40/40 [==============================] - 0s 1ms/step - loss: 0.6302
40/40 [==============================] - 0s 1ms/step - loss: 0.6302
Epoch: 3005.1.8 Predicting Using The LSTM Model
# Make Predictions
pred_out <- model %>%
predict(x_test_arr, batch_size = batch_size)%>%
.[,1,48]
# Retransform values
pred_tbl <- tibble(
index = lag_test_tbl$index,
value = (pred_out * scale_history + center_history)^2
)
# Combine actual data with predictions
tbl_1 <- df_trn %>%
add_column(key = "actual")
tbl_2 <- df_tst %>%
add_column(key = "actual")
tbl_3 <- pred_tbl %>%
add_column(key = "predict")
# Create time_bind_rows() to solve dplyr issue
time_bind_rows <- function(data_1, data_2, index) {
index_expr <- enquo(index)
bind_rows(data_1, data_2) %>%
as_tbl_time(index = !! index_expr)
}
ret <- list(tbl_1, tbl_2, tbl_3) %>%
reduce(time_bind_rows, index = index) %>%
arrange(key, index) %>%
mutate(key = as_factor(key))
ret# A time tibble: 384 x 3
# Index: index
index value key
<dttm> <dbl> <fct>
1 2019-08-05 00:04:22 6.49 actual
2 2019-08-05 00:09:22 6.22 actual
3 2019-08-05 00:14:23 6.05 actual
4 2019-08-05 00:19:22 5.77 actual
5 2019-08-05 00:24:22 5.44 actual
6 2019-08-05 00:29:22 5.22 actual
7 2019-08-05 00:34:23 5.05 actual
8 2019-08-05 00:39:22 5.05 actual
9 2019-08-05 00:44:22 5.05 actual
10 2019-08-05 00:49:22 5.11 actual
# ... with 374 more rows5.1.9 Assessing Performance Of The LSTM On A Single Split
calc_rmse <- function(prediction_tbl) {
rmse_calculation <- function(data) {
data %>%
spread(key = key, value = value) %>%
select(-index) %>%
filter(!is.na(predict)) %>%
rename(
truth = actual,
estimate = predict
) %>%
rmse(truth, estimate)
}
safe_rmse <- possibly(rmse_calculation, otherwise = NA)
safe_rmse(prediction_tbl)
}calc_rmse(ret)$.estimate[1] 2.5525115.1.10 Visualizing The Single Prediction
# Setup single plot function
plot_prediction <- function(data, id, alpha = 1, size = 2, base_size = 14) {
rmse_val <- calc_rmse(data)$.estimate
g <- data %>%
ggplot(aes(index, value, color = key)) +
geom_point(alpha = alpha, size = size) +
theme_tq(base_size = base_size) +
scale_color_tq() +
theme(legend.position = "none") +
labs(
title = glue("{id}, RMSE: {round(rmse_val, digits = 1)}"),
x = "", y = ""
)
return(g)
}ret %>%
plot_prediction(id = split_id, alpha = 0.5) +
theme(legend.position = "bottom")
5.2 Backtesting The LSTM On All Eleven Samples
5.2.1 Creating An LSTM Prediction Function
predict_keras_lstm <- function(split, epochs = 300, ...) {
lstm_prediction <- function(split, epochs, ...) {
# 5.1.2 Data Setup
df_trn <- training(split)
df_tst <- testing(split)
df <- bind_rows(
df_trn %>% add_column(key = "training"),
df_tst %>% add_column(key = "testing")
) %>%
as_tbl_time(index = index)
# 5.1.3 Preprocessing
rec_obj <- recipe(value ~ ., df) %>%
step_sqrt(value) %>%
step_center(value) %>%
step_scale(value) %>%
prep()
df_processed_tbl <- bake(rec_obj, df)
center_history <- rec_obj$steps[[2]]$means["value"]
scale_history <- rec_obj$steps[[3]]$sds["value"]
# 5.1.4 LSTM Plan
lag_setting <- nrow(df_tst)
batch_size <- 6
train_length <- 12*24
tsteps <- 1
epochs <- epochs
# 5.1.5 Train/Test Setup
lag_train_tbl <- df_processed_tbl %>%
mutate(value_lag = lag(value, n = lag_setting)) %>%
filter(!is.na(value_lag)) %>%
filter(key == "training") %>%
tail(train_length)
x_train_vec <- lag_train_tbl$value_lag
x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
y_train_vec <- lag_train_tbl$value
y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
lag_test_tbl <- df_processed_tbl %>%
mutate(
value_lag = lag(value, n = lag_setting)
) %>%
filter(!is.na(value_lag)) %>%
filter(key == "testing")
x_test_vec <- lag_test_tbl$value_lag
x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
y_test_vec <- lag_test_tbl$value
y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
# 5.1.6 LSTM Model
model <- NULL
model <- create_model()
# 5.1.7 Fitting LSTM
for (i in 1:epochs) {
model %>% fit(x = x_train_arr,
y = y_train_arr,
batch_size = batch_size,
epochs = 1,
verbose = 1,
shuffle = FALSE)
model %>% reset_states()
cat("Epoch: ", i)
}
# 5.1.8 Predict and Return Tidy Data
# Make Predictions
pred_out <- model %>%
predict(x_test_arr, batch_size = batch_size) %>%
.[,1,48]
# Retransform values
pred_tbl <- tibble(
index = lag_test_tbl$index,
value = (pred_out * scale_history + center_history)^2
)
# Combine actual data with predictions
tbl_1 <- df_trn %>%
add_column(key = "actual")
tbl_2 <- df_tst %>%
add_column(key = "actual")
tbl_3 <- pred_tbl %>%
add_column(key = "predict")
# Create time_bind_rows() to solve dplyr issue
time_bind_rows <- function(data_1, data_2, index) {
index_expr <- enquo(index)
bind_rows(data_1, data_2) %>%
as_tbl_time(index = !! index_expr)
}
ret <- list(tbl_1, tbl_2, tbl_3) %>%
reduce(time_bind_rows, index = index) %>%
arrange(key, index) %>%
mutate(key = as_factor(key))
return(ret)
}
safe_lstm <- possibly(lstm_prediction, otherwise = NA)
safe_lstm(split, epochs, ...)
}predict_keras_lstm(split, epochs = 100)
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Epoch: 1
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40/40 [==============================] - 0s 1ms/step - loss: 0.8732
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Epoch: 2
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40/40 [==============================] - 0s 1ms/step - loss: 0.8631
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Epoch: 3
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36/40 [==========================>...] - ETA: 0s - loss: 0.8934
40/40 [==============================] - 0s 1ms/step - loss: 0.8490
40/40 [==============================] - 0s 1ms/step - loss: 0.8490
Epoch: 4
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40/40 [==============================] - 0s 1ms/step - loss: 0.8387
40/40 [==============================] - 0s 1ms/step - loss: 0.8387
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 1.4721
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40/40 [==============================] - 0s 1ms/step - loss: 0.8304
40/40 [==============================] - 0s 1ms/step - loss: 0.8304
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 1.4308
36/40 [==========================>...] - ETA: 0s - loss: 0.8668
40/40 [==============================] - 0s 1ms/step - loss: 0.8261
40/40 [==============================] - 0s 1ms/step - loss: 0.8261
Epoch: 7
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40/40 [==============================] - 0s 1ms/step - loss: 0.8229
40/40 [==============================] - 0s 1ms/step - loss: 0.8229
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 1.3900
35/40 [=========================>....] - ETA: 0s - loss: 0.8633
40/40 [==============================] - 0s 1ms/step - loss: 0.8212
40/40 [==============================] - 0s 2ms/step - loss: 0.8212
Epoch: 9
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34/40 [========================>.....] - ETA: 0s - loss: 0.8716
40/40 [==============================] - 0s 2ms/step - loss: 0.8186
40/40 [==============================] - 0s 2ms/step - loss: 0.8186
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 1.3698
34/40 [========================>.....] - ETA: 0s - loss: 0.8699
40/40 [==============================] - 0s 1ms/step - loss: 0.8176
40/40 [==============================] - 0s 2ms/step - loss: 0.8176
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 1.3626
33/40 [=======================>......] - ETA: 0s - loss: 0.8929
40/40 [==============================] - 0s 2ms/step - loss: 0.8156
40/40 [==============================] - 0s 2ms/step - loss: 0.8156
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 1.3581
35/40 [=========================>....] - ETA: 0s - loss: 0.8569
40/40 [==============================] - 0s 1ms/step - loss: 0.8149
40/40 [==============================] - 0s 2ms/step - loss: 0.8149
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 1.3529
35/40 [=========================>....] - ETA: 0s - loss: 0.8558
40/40 [==============================] - 0s 1ms/step - loss: 0.8137
40/40 [==============================] - 0s 2ms/step - loss: 0.8137
Epoch: 14
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40/40 [==============================] - 0s 2ms/step - loss: 0.8129
40/40 [==============================] - 0s 2ms/step - loss: 0.8129
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 1.3452
36/40 [==========================>...] - ETA: 0s - loss: 0.8516
40/40 [==============================] - 0s 1ms/step - loss: 0.8120
40/40 [==============================] - 0s 1ms/step - loss: 0.8120
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 1.3424
35/40 [=========================>....] - ETA: 0s - loss: 0.8532
40/40 [==============================] - 0s 1ms/step - loss: 0.8112
40/40 [==============================] - 0s 2ms/step - loss: 0.8112
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 1.3393
36/40 [==========================>...] - ETA: 0s - loss: 0.8499
40/40 [==============================] - 0s 1ms/step - loss: 0.8104
40/40 [==============================] - 0s 1ms/step - loss: 0.8104
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 1.3375
35/40 [=========================>....] - ETA: 0s - loss: 0.8515
40/40 [==============================] - 0s 1ms/step - loss: 0.8096
40/40 [==============================] - 0s 2ms/step - loss: 0.8096
Epoch: 19
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40/40 [==============================] - 0s 2ms/step - loss: 0.8088
40/40 [==============================] - 0s 2ms/step - loss: 0.8088
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 1.3348
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40/40 [==============================] - 0s 1ms/step - loss: 0.8080
40/40 [==============================] - 0s 1ms/step - loss: 0.8080
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 1.3337
35/40 [=========================>....] - ETA: 0s - loss: 0.8492
40/40 [==============================] - 0s 1ms/step - loss: 0.8072
40/40 [==============================] - 0s 1ms/step - loss: 0.8072
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 1.3337
35/40 [=========================>....] - ETA: 0s - loss: 0.8484
40/40 [==============================] - 0s 1ms/step - loss: 0.8064
40/40 [==============================] - 0s 1ms/step - loss: 0.8064
Epoch: 23
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40/40 [==============================] - 0s 1ms/step - loss: 0.8055
40/40 [==============================] - 0s 1ms/step - loss: 0.8055
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 1.3322
33/40 [=======================>......] - ETA: 0s - loss: 0.8818
40/40 [==============================] - 0s 2ms/step - loss: 0.8047
40/40 [==============================] - 0s 2ms/step - loss: 0.8047
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 1.3308
35/40 [=========================>....] - ETA: 0s - loss: 0.8463
40/40 [==============================] - 0s 1ms/step - loss: 0.8040
40/40 [==============================] - 0s 2ms/step - loss: 0.8040
Epoch: 26
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40/40 [==============================] - 0s 1ms/step - loss: 0.8032
40/40 [==============================] - 0s 2ms/step - loss: 0.8032
Epoch: 27
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35/40 [=========================>....] - ETA: 0s - loss: 0.8452
40/40 [==============================] - 0s 1ms/step - loss: 0.8025
40/40 [==============================] - 0s 2ms/step - loss: 0.8025
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 1.3280
36/40 [==========================>...] - ETA: 0s - loss: 0.8415
40/40 [==============================] - 0s 1ms/step - loss: 0.8018
40/40 [==============================] - 0s 2ms/step - loss: 0.8018
Epoch: 29
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40/40 [==============================] - 0s 2ms/step - loss: 0.8012
40/40 [==============================] - 0s 2ms/step - loss: 0.8012
Epoch: 30
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40/40 [==============================] - 0s 2ms/step - loss: 0.8005
40/40 [==============================] - 0s 2ms/step - loss: 0.8005
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 1.3285
34/40 [========================>.....] - ETA: 0s - loss: 0.8547
40/40 [==============================] - 0s 2ms/step - loss: 0.7998
40/40 [==============================] - 0s 2ms/step - loss: 0.7998
Epoch: 32
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40/40 [==============================] - 0s 1ms/step - loss: 0.7991
40/40 [==============================] - 0s 2ms/step - loss: 0.7991
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 1.3308
34/40 [========================>.....] - ETA: 0s - loss: 0.8542
40/40 [==============================] - 0s 1ms/step - loss: 0.7985
40/40 [==============================] - 0s 2ms/step - loss: 0.7985
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 1.3323
33/40 [=======================>......] - ETA: 0s - loss: 0.8780
40/40 [==============================] - 0s 2ms/step - loss: 0.7979
40/40 [==============================] - 0s 2ms/step - loss: 0.7979
Epoch: 35
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40/40 [==============================] - 0s 1ms/step - loss: 0.7973
40/40 [==============================] - 0s 2ms/step - loss: 0.7973
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 1.3355
35/40 [=========================>....] - ETA: 0s - loss: 0.8416
40/40 [==============================] - 0s 2ms/step - loss: 0.7966
40/40 [==============================] - 0s 2ms/step - loss: 0.7966
Epoch: 37
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40/40 [==============================] - 0s 1ms/step - loss: 0.7960
40/40 [==============================] - 0s 2ms/step - loss: 0.7960
Epoch: 38
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40/40 [==============================] - 0s 2ms/step - loss: 0.7953
40/40 [==============================] - 0s 2ms/step - loss: 0.7953
Epoch: 39
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40/40 [==============================] - 0s 2ms/step - loss: 0.7947
40/40 [==============================] - 0s 2ms/step - loss: 0.7947
Epoch: 40
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40/40 [==============================] - 0s 1ms/step - loss: 0.7942
40/40 [==============================] - 0s 2ms/step - loss: 0.7942
Epoch: 41
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40/40 [==============================] - 0s 2ms/step - loss: 0.7936
40/40 [==============================] - 0s 2ms/step - loss: 0.7936
Epoch: 42
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Epoch: 43
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40/40 [==============================] - 0s 2ms/step - loss: 0.7925
Epoch: 44
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40/40 [==============================] - 0s 1ms/step - loss: 0.7921
40/40 [==============================] - 0s 1ms/step - loss: 0.7921
Epoch: 45
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34/40 [========================>.....] - ETA: 0s - loss: 0.8521
40/40 [==============================] - 0s 1ms/step - loss: 0.7916
40/40 [==============================] - 0s 2ms/step - loss: 0.7916
Epoch: 46
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35/40 [=========================>....] - ETA: 0s - loss: 0.8386
40/40 [==============================] - 0s 1ms/step - loss: 0.7912
40/40 [==============================] - 0s 2ms/step - loss: 0.7912
Epoch: 47
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36/40 [==========================>...] - ETA: 0s - loss: 0.8321
40/40 [==============================] - 0s 1ms/step - loss: 0.7907
40/40 [==============================] - 0s 1ms/step - loss: 0.7907
Epoch: 48
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29/40 [====================>.........] - ETA: 0s - loss: 0.9768
40/40 [==============================] - 0s 2ms/step - loss: 0.7903
40/40 [==============================] - 0s 2ms/step - loss: 0.7903
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 1.3644
35/40 [=========================>....] - ETA: 0s - loss: 0.8378
40/40 [==============================] - 0s 1ms/step - loss: 0.7898
40/40 [==============================] - 0s 2ms/step - loss: 0.7898
Epoch: 50
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36/40 [==========================>...] - ETA: 0s - loss: 0.8310
40/40 [==============================] - 0s 1ms/step - loss: 0.7894
40/40 [==============================] - 0s 1ms/step - loss: 0.7894
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 1.3711
36/40 [==========================>...] - ETA: 0s - loss: 0.8306
40/40 [==============================] - 0s 1ms/step - loss: 0.7890
40/40 [==============================] - 0s 1ms/step - loss: 0.7890
Epoch: 52
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40/40 [==============================] - 0s 1ms/step - loss: 0.7886
40/40 [==============================] - 0s 2ms/step - loss: 0.7886
Epoch: 53
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40/40 [==============================] - 0s 2ms/step - loss: 0.7882
40/40 [==============================] - 0s 2ms/step - loss: 0.7882
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 1.3816
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40/40 [==============================] - 0s 1ms/step - loss: 0.7879
40/40 [==============================] - 0s 2ms/step - loss: 0.7879
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 1.3858
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40/40 [==============================] - 0s 1ms/step - loss: 0.7875
40/40 [==============================] - 0s 1ms/step - loss: 0.7875
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 1.3892
36/40 [==========================>...] - ETA: 0s - loss: 0.8288
40/40 [==============================] - 0s 1ms/step - loss: 0.7871
40/40 [==============================] - 0s 1ms/step - loss: 0.7871
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 1.3932
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40/40 [==============================] - 0s 1ms/step - loss: 0.7867
40/40 [==============================] - 0s 1ms/step - loss: 0.7867
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 1.3961
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40/40 [==============================] - 0s 2ms/step - loss: 0.7863
40/40 [==============================] - 0s 2ms/step - loss: 0.7863
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 1.3998
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40/40 [==============================] - 0s 1ms/step - loss: 0.7860
40/40 [==============================] - 0s 2ms/step - loss: 0.7860
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 1.4026
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40/40 [==============================] - 0s 1ms/step - loss: 0.7858
40/40 [==============================] - 0s 2ms/step - loss: 0.7858
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 1.4064
35/40 [=========================>....] - ETA: 0s - loss: 0.8354
40/40 [==============================] - 0s 1ms/step - loss: 0.7854
40/40 [==============================] - 0s 2ms/step - loss: 0.7854
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 1.4093
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40/40 [==============================] - 0s 1ms/step - loss: 0.7852
40/40 [==============================] - 0s 1ms/step - loss: 0.7852
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 1.4131
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40/40 [==============================] - 0s 2ms/step - loss: 0.7849
40/40 [==============================] - 0s 2ms/step - loss: 0.7849
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 1.4162
33/40 [=======================>......] - ETA: 0s - loss: 0.8739
40/40 [==============================] - 0s 2ms/step - loss: 0.7846
40/40 [==============================] - 0s 2ms/step - loss: 0.7846
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 1.4201
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40/40 [==============================] - 0s 1ms/step - loss: 0.7843
40/40 [==============================] - 0s 2ms/step - loss: 0.7843
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 1.4236
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40/40 [==============================] - 0s 2ms/step - loss: 0.7841
40/40 [==============================] - 0s 2ms/step - loss: 0.7841
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 1.4274
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40/40 [==============================] - 0s 1ms/step - loss: 0.7839
40/40 [==============================] - 0s 2ms/step - loss: 0.7839
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 1.4311
35/40 [=========================>....] - ETA: 0s - loss: 0.8351
40/40 [==============================] - 0s 1ms/step - loss: 0.7837
40/40 [==============================] - 0s 1ms/step - loss: 0.7837
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 1.4355
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40/40 [==============================] - 0s 1ms/step - loss: 0.7834
40/40 [==============================] - 0s 1ms/step - loss: 0.7834
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 1.4398
36/40 [==========================>...] - ETA: 0s - loss: 0.8256
40/40 [==============================] - 0s 1ms/step - loss: 0.7833
40/40 [==============================] - 0s 1ms/step - loss: 0.7833
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 1.4450
35/40 [=========================>....] - ETA: 0s - loss: 0.8349
40/40 [==============================] - 0s 1ms/step - loss: 0.7830
40/40 [==============================] - 0s 2ms/step - loss: 0.7830
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 1.4500
29/40 [====================>.........] - ETA: 0s - loss: 0.9636
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 1.4560
35/40 [=========================>....] - ETA: 0s - loss: 0.8347
40/40 [==============================] - 0s 1ms/step - loss: 0.7825
40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 1.4608
36/40 [==========================>...] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7824
40/40 [==============================] - 0s 1ms/step - loss: 0.7824
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 1.4670
36/40 [==========================>...] - ETA: 0s - loss: 0.8246
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 1.4722
36/40 [==========================>...] - ETA: 0s - loss: 0.8245
40/40 [==============================] - 0s 1ms/step - loss: 0.7821
40/40 [==============================] - 0s 1ms/step - loss: 0.7821
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 1.4785
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40/40 [==============================] - 0s 2ms/step - loss: 0.7820
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 1.4837
36/40 [==========================>...] - ETA: 0s - loss: 0.8244
40/40 [==============================] - 0s 1ms/step - loss: 0.7820
40/40 [==============================] - 0s 1ms/step - loss: 0.7820
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 1.4902
35/40 [=========================>....] - ETA: 0s - loss: 0.8350
40/40 [==============================] - 0s 1ms/step - loss: 0.7819
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 1.4957
34/40 [========================>.....] - ETA: 0s - loss: 0.8519
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 1.5029
34/40 [========================>.....] - ETA: 0s - loss: 0.8521
40/40 [==============================] - 0s 1ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 1.5087
33/40 [=======================>......] - ETA: 0s - loss: 0.8755
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
40/40 [==============================] - 0s 2ms/step - loss: 0.7819
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 1.5170
33/40 [=======================>......] - ETA: 0s - loss: 0.8755
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 1.5243
33/40 [=======================>......] - ETA: 0s - loss: 0.8756
40/40 [==============================] - 0s 2ms/step - loss: 0.7817
40/40 [==============================] - 0s 2ms/step - loss: 0.7817
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 1.5333
34/40 [========================>.....] - ETA: 0s - loss: 0.8527
40/40 [==============================] - 0s 1ms/step - loss: 0.7816
40/40 [==============================] - 0s 2ms/step - loss: 0.7816
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 1.5419
34/40 [========================>.....] - ETA: 0s - loss: 0.8530
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
40/40 [==============================] - 0s 2ms/step - loss: 0.7818
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 1.5517
32/40 [=======================>......] - ETA: 0s - loss: 0.8997
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 1.5610
34/40 [========================>.....] - ETA: 0s - loss: 0.8536
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
40/40 [==============================] - 0s 2ms/step - loss: 0.7820
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 1.5696
36/40 [==========================>...] - ETA: 0s - loss: 0.8246
40/40 [==============================] - 0s 1ms/step - loss: 0.7820
40/40 [==============================] - 0s 1ms/step - loss: 0.7820
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 1.5772
36/40 [==========================>...] - ETA: 0s - loss: 0.8247
40/40 [==============================] - 0s 1ms/step - loss: 0.7821
40/40 [==============================] - 0s 1ms/step - loss: 0.7821
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 1.5865
35/40 [=========================>....] - ETA: 0s - loss: 0.8367
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
40/40 [==============================] - 0s 1ms/step - loss: 0.7822
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 1.5957
33/40 [=======================>......] - ETA: 0s - loss: 0.8775
40/40 [==============================] - 0s 2ms/step - loss: 0.7822
40/40 [==============================] - 0s 2ms/step - loss: 0.7822
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 1.6051
35/40 [=========================>....] - ETA: 0s - loss: 0.8370
40/40 [==============================] - 0s 1ms/step - loss: 0.7824
40/40 [==============================] - 0s 2ms/step - loss: 0.7824
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 1.6145
35/40 [=========================>....] - ETA: 0s - loss: 0.8372
40/40 [==============================] - 0s 1ms/step - loss: 0.7825
40/40 [==============================] - 0s 2ms/step - loss: 0.7825
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 1.6244
35/40 [=========================>....] - ETA: 0s - loss: 0.8374
40/40 [==============================] - 0s 1ms/step - loss: 0.7826
40/40 [==============================] - 0s 2ms/step - loss: 0.7826
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 1.6341
34/40 [========================>.....] - ETA: 0s - loss: 0.8553
40/40 [==============================] - 0s 1ms/step - loss: 0.7828
40/40 [==============================] - 0s 2ms/step - loss: 0.7828
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 1.6432
34/40 [========================>.....] - ETA: 0s - loss: 0.8558
40/40 [==============================] - 0s 2ms/step - loss: 0.7830
40/40 [==============================] - 0s 2ms/step - loss: 0.7830
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 1.6522
35/40 [=========================>....] - ETA: 0s - loss: 0.8383
40/40 [==============================] - 0s 1ms/step - loss: 0.7833
40/40 [==============================] - 0s 2ms/step - loss: 0.7833
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 1.6614
35/40 [=========================>....] - ETA: 0s - loss: 0.8384
40/40 [==============================] - 0s 1ms/step - loss: 0.7833
40/40 [==============================] - 0s 2ms/step - loss: 0.7833
Epoch: 100# A time tibble: 384 x 3
# Index: index
index value key
<dttm> <dbl> <fct>
1 2019-08-05 00:04:22 6.49 actual
2 2019-08-05 00:09:22 6.22 actual
3 2019-08-05 00:14:23 6.05 actual
4 2019-08-05 00:19:22 5.77 actual
5 2019-08-05 00:24:22 5.44 actual
6 2019-08-05 00:29:22 5.22 actual
7 2019-08-05 00:34:23 5.05 actual
8 2019-08-05 00:39:22 5.05 actual
9 2019-08-05 00:44:22 5.05 actual
10 2019-08-05 00:49:22 5.11 actual
# ... with 374 more rows5.2.2 Mapping The LSTM Prediction Function Over The 8 Samples
sample_predictions_lstm_tbl <- rolling_origin_resamples %>%
mutate(predict = map(splits, predict_keras_lstm, epochs = 250))
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40/40 [==============================] - 0s 1ms/step - loss: 0.8890
40/40 [==============================] - 0s 1ms/step - loss: 0.8890
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.7105
31/40 [======================>.......] - ETA: 0s - loss: 1.0474
40/40 [==============================] - 0s 2ms/step - loss: 0.8864
40/40 [==============================] - 0s 2ms/step - loss: 0.8864
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.7097
34/40 [========================>.....] - ETA: 0s - loss: 0.9665
40/40 [==============================] - 0s 1ms/step - loss: 0.8847
40/40 [==============================] - 0s 2ms/step - loss: 0.8847
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 1.7032
36/40 [==========================>...] - ETA: 0s - loss: 0.9354
40/40 [==============================] - 0s 1ms/step - loss: 0.8809
40/40 [==============================] - 0s 1ms/step - loss: 0.8809
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 1.6811
36/40 [==========================>...] - ETA: 0s - loss: 0.9247
40/40 [==============================] - 0s 1ms/step - loss: 0.8717
40/40 [==============================] - 0s 2ms/step - loss: 0.8717
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 1.6201
36/40 [==========================>...] - ETA: 0s - loss: 0.9148
40/40 [==============================] - 0s 1ms/step - loss: 0.8631
40/40 [==============================] - 0s 1ms/step - loss: 0.8631
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 1.5811
36/40 [==========================>...] - ETA: 0s - loss: 0.9023
40/40 [==============================] - 0s 1ms/step - loss: 0.8527
40/40 [==============================] - 0s 1ms/step - loss: 0.8527
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 1.5361
34/40 [========================>.....] - ETA: 0s - loss: 0.9181
40/40 [==============================] - 0s 2ms/step - loss: 0.8453
40/40 [==============================] - 0s 2ms/step - loss: 0.8453
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 1.5434
34/40 [========================>.....] - ETA: 0s - loss: 0.9037
40/40 [==============================] - 0s 2ms/step - loss: 0.8426
40/40 [==============================] - 0s 2ms/step - loss: 0.8426
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 1.5402
30/40 [=====================>........] - ETA: 0s - loss: 1.0060
40/40 [==============================] - 0s 2ms/step - loss: 0.8252
40/40 [==============================] - 0s 2ms/step - loss: 0.8252
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 1.5249
34/40 [========================>.....] - ETA: 0s - loss: 0.8903
40/40 [==============================] - 0s 2ms/step - loss: 0.8269
40/40 [==============================] - 0s 2ms/step - loss: 0.8269
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 1.5212
34/40 [========================>.....] - ETA: 0s - loss: 0.8903
40/40 [==============================] - 0s 2ms/step - loss: 0.8226
40/40 [==============================] - 0s 2ms/step - loss: 0.8226
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 1.5350
30/40 [=====================>........] - ETA: 0s - loss: 0.9885
40/40 [==============================] - 0s 2ms/step - loss: 0.8246
40/40 [==============================] - 0s 2ms/step - loss: 0.8246
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 1.5399
33/40 [=======================>......] - ETA: 0s - loss: 0.9096
40/40 [==============================] - 0s 2ms/step - loss: 0.8181
40/40 [==============================] - 0s 2ms/step - loss: 0.8181
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 1.5465
30/40 [=====================>........] - ETA: 0s - loss: 0.9882
40/40 [==============================] - 0s 2ms/step - loss: 0.8208
40/40 [==============================] - 0s 2ms/step - loss: 0.8208
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 1.5482
29/40 [====================>.........] - ETA: 0s - loss: 1.0269
40/40 [==============================] - 0s 2ms/step - loss: 0.8183
40/40 [==============================] - 0s 2ms/step - loss: 0.8183
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 1.5617
33/40 [=======================>......] - ETA: 0s - loss: 0.9071
40/40 [==============================] - 0s 2ms/step - loss: 0.8204
40/40 [==============================] - 0s 2ms/step - loss: 0.8204
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 1.5641
32/40 [=======================>......] - ETA: 0s - loss: 0.9376
40/40 [==============================] - 0s 2ms/step - loss: 0.8188
40/40 [==============================] - 0s 2ms/step - loss: 0.8188
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 1.5787
33/40 [=======================>......] - ETA: 0s - loss: 0.9078
40/40 [==============================] - 0s 2ms/step - loss: 0.8205
40/40 [==============================] - 0s 2ms/step - loss: 0.8205
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 1.5831
35/40 [=========================>....] - ETA: 0s - loss: 0.8727
40/40 [==============================] - 0s 2ms/step - loss: 0.8197
40/40 [==============================] - 0s 2ms/step - loss: 0.8197
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 1.5979
33/40 [=======================>......] - ETA: 0s - loss: 0.9091
40/40 [==============================] - 0s 2ms/step - loss: 0.8211
40/40 [==============================] - 0s 2ms/step - loss: 0.8211
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 1.6037
31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8208
40/40 [==============================] - 0s 2ms/step - loss: 0.8208
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 1.6155
30/40 [=====================>........] - ETA: 0s - loss: 0.9955
40/40 [==============================] - 0s 2ms/step - loss: 0.8223
40/40 [==============================] - 0s 2ms/step - loss: 0.8223
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 1.6258
31/40 [======================>.......] - ETA: 0s - loss: 0.9710
40/40 [==============================] - 0s 2ms/step - loss: 0.8218
40/40 [==============================] - 0s 2ms/step - loss: 0.8218
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 1.6306
31/40 [======================>.......] - ETA: 0s - loss: 0.9723
40/40 [==============================] - 0s 2ms/step - loss: 0.8239
40/40 [==============================] - 0s 2ms/step - loss: 0.8239
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 1.6421
33/40 [=======================>......] - ETA: 0s - loss: 0.9180
40/40 [==============================] - 0s 2ms/step - loss: 0.8249
40/40 [==============================] - 0s 2ms/step - loss: 0.8249
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 1.6541
32/40 [=======================>......] - ETA: 0s - loss: 0.9458
40/40 [==============================] - 0s 2ms/step - loss: 0.8260
40/40 [==============================] - 0s 2ms/step - loss: 0.8260
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 1.6658
33/40 [=======================>......] - ETA: 0s - loss: 0.9201
40/40 [==============================] - 0s 2ms/step - loss: 0.8268
40/40 [==============================] - 0s 2ms/step - loss: 0.8268
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 1.6782
32/40 [=======================>......] - ETA: 0s - loss: 0.9479
40/40 [==============================] - 0s 2ms/step - loss: 0.8277
40/40 [==============================] - 0s 2ms/step - loss: 0.8277
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 1.6893
32/40 [=======================>......] - ETA: 0s - loss: 0.9494
40/40 [==============================] - 0s 2ms/step - loss: 0.8286
40/40 [==============================] - 0s 2ms/step - loss: 0.8286
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 1.7017
33/40 [=======================>......] - ETA: 0s - loss: 0.9225
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 1.7124
23/40 [================>.............] - ETA: 0s - loss: 1.2277
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 1.7242
26/40 [==================>...........] - ETA: 0s - loss: 1.1039
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 1.7352
31/40 [======================>.......] - ETA: 0s - loss: 0.9825
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 1.7464
33/40 [=======================>......] - ETA: 0s - loss: 0.9253
40/40 [==============================] - 0s 2ms/step - loss: 0.8318
40/40 [==============================] - 0s 2ms/step - loss: 0.8318
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 1.7565
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40/40 [==============================] - 0s 2ms/step - loss: 0.8324
40/40 [==============================] - 0s 2ms/step - loss: 0.8324
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 1.7670
33/40 [=======================>......] - ETA: 0s - loss: 0.9265
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 1.7761
32/40 [=======================>......] - ETA: 0s - loss: 0.9548
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 1.7854
31/40 [======================>.......] - ETA: 0s - loss: 0.9850
40/40 [==============================] - 0s 2ms/step - loss: 0.8337
40/40 [==============================] - 0s 2ms/step - loss: 0.8337
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 1.7953
33/40 [=======================>......] - ETA: 0s - loss: 0.9280
40/40 [==============================] - 0s 2ms/step - loss: 0.8339
40/40 [==============================] - 0s 2ms/step - loss: 0.8339
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 1.8043
33/40 [=======================>......] - ETA: 0s - loss: 0.9282
40/40 [==============================] - 0s 2ms/step - loss: 0.8341
40/40 [==============================] - 0s 2ms/step - loss: 0.8341
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 1.8131
31/40 [======================>.......] - ETA: 0s - loss: 0.9859
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 1.8213
33/40 [=======================>......] - ETA: 0s - loss: 0.9288
40/40 [==============================] - 0s 2ms/step - loss: 0.8346
40/40 [==============================] - 0s 2ms/step - loss: 0.8346
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 1.8292
29/40 [====================>.........] - ETA: 0s - loss: 1.0440
40/40 [==============================] - 0s 2ms/step - loss: 0.8349
40/40 [==============================] - 0s 2ms/step - loss: 0.8349
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 1.8371
31/40 [======================>.......] - ETA: 0s - loss: 0.9871
40/40 [==============================] - 0s 2ms/step - loss: 0.8353
40/40 [==============================] - 0s 2ms/step - loss: 0.8353
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 1.8453
32/40 [=======================>......] - ETA: 0s - loss: 0.9572
40/40 [==============================] - 0s 2ms/step - loss: 0.8354
40/40 [==============================] - 0s 2ms/step - loss: 0.8354
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 1.8527
32/40 [=======================>......] - ETA: 0s - loss: 0.9574
40/40 [==============================] - 0s 2ms/step - loss: 0.8356
40/40 [==============================] - 0s 2ms/step - loss: 0.8356
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 1.8604
35/40 [=========================>....] - ETA: 0s - loss: 0.8908
40/40 [==============================] - 0s 1ms/step - loss: 0.8358
40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 1.8683
35/40 [=========================>....] - ETA: 0s - loss: 0.8908
40/40 [==============================] - 0s 1ms/step - loss: 0.8358
40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 1.8760
33/40 [=======================>......] - ETA: 0s - loss: 0.9305
40/40 [==============================] - 0s 2ms/step - loss: 0.8359
40/40 [==============================] - 0s 2ms/step - loss: 0.8359
Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 1.8836
35/40 [=========================>....] - ETA: 0s - loss: 0.8911
40/40 [==============================] - 0s 1ms/step - loss: 0.8361
40/40 [==============================] - 0s 2ms/step - loss: 0.8361
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 1.8907
27/40 [===================>..........] - ETA: 0s - loss: 1.0847
40/40 [==============================] - 0s 2ms/step - loss: 0.8363
40/40 [==============================] - 0s 2ms/step - loss: 0.8363
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 1.8975
32/40 [=======================>......] - ETA: 0s - loss: 0.9586
40/40 [==============================] - 0s 2ms/step - loss: 0.8365
40/40 [==============================] - 0s 2ms/step - loss: 0.8365
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 1.9039
32/40 [=======================>......] - ETA: 0s - loss: 0.9589
40/40 [==============================] - 0s 2ms/step - loss: 0.8367
40/40 [==============================] - 0s 2ms/step - loss: 0.8367
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 1.9103
31/40 [======================>.......] - ETA: 0s - loss: 0.9891
40/40 [==============================] - 0s 2ms/step - loss: 0.8368
40/40 [==============================] - 0s 2ms/step - loss: 0.8368
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 1.9166
32/40 [=======================>......] - ETA: 0s - loss: 0.9593
40/40 [==============================] - 0s 2ms/step - loss: 0.8370
40/40 [==============================] - 0s 2ms/step - loss: 0.8370
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 1.9229
31/40 [======================>.......] - ETA: 0s - loss: 0.9894
40/40 [==============================] - 0s 2ms/step - loss: 0.8370
40/40 [==============================] - 0s 2ms/step - loss: 0.8370
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 1.9296
35/40 [=========================>....] - ETA: 0s - loss: 0.8925
40/40 [==============================] - 0s 1ms/step - loss: 0.8372
40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 1.9356
34/40 [========================>.....] - ETA: 0s - loss: 0.9074
40/40 [==============================] - 0s 2ms/step - loss: 0.8373
40/40 [==============================] - 0s 2ms/step - loss: 0.8373
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 1.9426
33/40 [=======================>......] - ETA: 0s - loss: 0.9324
40/40 [==============================] - 0s 2ms/step - loss: 0.8374
40/40 [==============================] - 0s 2ms/step - loss: 0.8374
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 1.9478
33/40 [=======================>......] - ETA: 0s - loss: 0.9328
40/40 [==============================] - 0s 2ms/step - loss: 0.8376
40/40 [==============================] - 0s 2ms/step - loss: 0.8376
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 1.9551
32/40 [=======================>......] - ETA: 0s - loss: 0.9598
40/40 [==============================] - 0s 2ms/step - loss: 0.8376
40/40 [==============================] - 0s 2ms/step - loss: 0.8376
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 1.9601
30/40 [=====================>........] - ETA: 0s - loss: 1.0209
40/40 [==============================] - 0s 2ms/step - loss: 0.8379
40/40 [==============================] - 0s 2ms/step - loss: 0.8379
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 1.9672
32/40 [=======================>......] - ETA: 0s - loss: 0.9600
40/40 [==============================] - 0s 2ms/step - loss: 0.8377
40/40 [==============================] - 0s 2ms/step - loss: 0.8377
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 1.9719
32/40 [=======================>......] - ETA: 0s - loss: 0.9609
40/40 [==============================] - 0s 2ms/step - loss: 0.8382
40/40 [==============================] - 0s 2ms/step - loss: 0.8382
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 1.9792
33/40 [=======================>......] - ETA: 0s - loss: 0.9329
40/40 [==============================] - 0s 2ms/step - loss: 0.8380
40/40 [==============================] - 0s 2ms/step - loss: 0.8380
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 1.9840
33/40 [=======================>......] - ETA: 0s - loss: 0.9341
40/40 [==============================] - 0s 2ms/step - loss: 0.8385
40/40 [==============================] - 0s 2ms/step - loss: 0.8385
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 1.9923
34/40 [========================>.....] - ETA: 0s - loss: 0.9078
40/40 [==============================] - 0s 2ms/step - loss: 0.8379
40/40 [==============================] - 0s 2ms/step - loss: 0.8379
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 1.9973
35/40 [=========================>....] - ETA: 0s - loss: 0.8945
40/40 [==============================] - 0s 1ms/step - loss: 0.8385
40/40 [==============================] - 0s 2ms/step - loss: 0.8385
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 2.0049
34/40 [========================>.....] - ETA: 0s - loss: 0.9079
40/40 [==============================] - 0s 2ms/step - loss: 0.8381
40/40 [==============================] - 0s 2ms/step - loss: 0.8381
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 2.0096
34/40 [========================>.....] - ETA: 0s - loss: 0.9102
40/40 [==============================] - 0s 2ms/step - loss: 0.8389
40/40 [==============================] - 0s 2ms/step - loss: 0.8389
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 2.0160
31/40 [======================>.......] - ETA: 0s - loss: 0.9912
40/40 [==============================] - 0s 2ms/step - loss: 0.8387
40/40 [==============================] - 0s 2ms/step - loss: 0.8387
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 2.0206
31/40 [======================>.......] - ETA: 0s - loss: 0.9928
40/40 [==============================] - 0s 2ms/step - loss: 0.8394
40/40 [==============================] - 0s 2ms/step - loss: 0.8394
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 2.0273
32/40 [=======================>......] - ETA: 0s - loss: 0.9617
40/40 [==============================] - 0s 2ms/step - loss: 0.8390
40/40 [==============================] - 0s 2ms/step - loss: 0.8390
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 2.0325
32/40 [=======================>......] - ETA: 0s - loss: 0.9627
40/40 [==============================] - 0s 2ms/step - loss: 0.8395
40/40 [==============================] - 0s 2ms/step - loss: 0.8395
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 2.0394
32/40 [=======================>......] - ETA: 0s - loss: 0.9619
40/40 [==============================] - 0s 2ms/step - loss: 0.8390
40/40 [==============================] - 0s 2ms/step - loss: 0.8390
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 2.0447
35/40 [=========================>....] - ETA: 0s - loss: 0.8960
40/40 [==============================] - 0s 1ms/step - loss: 0.8397
40/40 [==============================] - 0s 2ms/step - loss: 0.8397
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 2.0510
36/40 [==========================>...] - ETA: 0s - loss: 0.8889
40/40 [==============================] - 0s 1ms/step - loss: 0.8396
40/40 [==============================] - 0s 2ms/step - loss: 0.8396
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 2.0567
34/40 [========================>.....] - ETA: 0s - loss: 0.9119
40/40 [==============================] - 0s 1ms/step - loss: 0.8400
40/40 [==============================] - 0s 2ms/step - loss: 0.8400
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 2.0635
34/40 [========================>.....] - ETA: 0s - loss: 0.9114
40/40 [==============================] - 0s 2ms/step - loss: 0.8399
40/40 [==============================] - 0s 2ms/step - loss: 0.8399
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 2.0699
25/40 [=================>............] - ETA: 0s - loss: 1.1533
40/40 [==============================] - 0s 2ms/step - loss: 0.8401
40/40 [==============================] - 0s 2ms/step - loss: 0.8401
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 2.0772
30/40 [=====================>........] - ETA: 0s - loss: 1.0238
40/40 [==============================] - 0s 2ms/step - loss: 0.8400
40/40 [==============================] - 0s 2ms/step - loss: 0.8400
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 2.0831
30/40 [=====================>........] - ETA: 0s - loss: 1.0246
40/40 [==============================] - 0s 2ms/step - loss: 0.8404
40/40 [==============================] - 0s 2ms/step - loss: 0.8404
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 2.0903
33/40 [=======================>......] - ETA: 0s - loss: 0.9373
40/40 [==============================] - 0s 2ms/step - loss: 0.8405
40/40 [==============================] - 0s 2ms/step - loss: 0.8405
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 2.0961
32/40 [=======================>......] - ETA: 0s - loss: 0.9651
40/40 [==============================] - 0s 2ms/step - loss: 0.8409
40/40 [==============================] - 0s 2ms/step - loss: 0.8409
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 2.1030
27/40 [===================>..........] - ETA: 0s - loss: 1.0892
40/40 [==============================] - 0s 2ms/step - loss: 0.8411
40/40 [==============================] - 0s 2ms/step - loss: 0.8411
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 2.1080
33/40 [=======================>......] - ETA: 0s - loss: 0.9389
40/40 [==============================] - 0s 2ms/step - loss: 0.8414
40/40 [==============================] - 0s 2ms/step - loss: 0.8414
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 2.1153
32/40 [=======================>......] - ETA: 0s - loss: 0.9657
40/40 [==============================] - 0s 2ms/step - loss: 0.8413
40/40 [==============================] - 0s 2ms/step - loss: 0.8413
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 2.1203
31/40 [======================>.......] - ETA: 0s - loss: 0.9968
40/40 [==============================] - 0s 2ms/step - loss: 0.8419
40/40 [==============================] - 0s 2ms/step - loss: 0.8419
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 2.1281
31/40 [======================>.......] - ETA: 0s - loss: 0.9962
40/40 [==============================] - 0s 2ms/step - loss: 0.8415
40/40 [==============================] - 0s 2ms/step - loss: 0.8415
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 2.1338
27/40 [===================>..........] - ETA: 0s - loss: 1.0922
40/40 [==============================] - 0s 2ms/step - loss: 0.8422
40/40 [==============================] - 0s 2ms/step - loss: 0.8422
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 2.1424
31/40 [======================>.......] - ETA: 0s - loss: 0.9961
40/40 [==============================] - 0s 2ms/step - loss: 0.8414
40/40 [==============================] - 0s 2ms/step - loss: 0.8414
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 2.1485
33/40 [=======================>......] - ETA: 0s - loss: 0.9413
40/40 [==============================] - 0s 2ms/step - loss: 0.8426
40/40 [==============================] - 0s 2ms/step - loss: 0.8426
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 2.1581
32/40 [=======================>......] - ETA: 0s - loss: 0.9660
40/40 [==============================] - 0s 2ms/step - loss: 0.8418
40/40 [==============================] - 0s 2ms/step - loss: 0.8418
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 2.1634
33/40 [=======================>......] - ETA: 0s - loss: 0.9426
40/40 [==============================] - 0s 2ms/step - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.8433
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 2.1719
28/40 [====================>.........] - ETA: 0s - loss: 1.0688
40/40 [==============================] - 0s 2ms/step - loss: 0.8423
40/40 [==============================] - 0s 2ms/step - loss: 0.8423
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 2.1760
32/40 [=======================>......] - ETA: 0s - loss: 0.9702
40/40 [==============================] - 0s 2ms/step - loss: 0.8442
40/40 [==============================] - 0s 2ms/step - loss: 0.8442
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 2.1846
32/40 [=======================>......] - ETA: 0s - loss: 0.9674
40/40 [==============================] - 0s 2ms/step - loss: 0.8427
40/40 [==============================] - 0s 2ms/step - loss: 0.8427
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 2.1897
32/40 [=======================>......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8443
40/40 [==============================] - 0s 2ms/step - loss: 0.8443
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 2.1989
34/40 [========================>.....] - ETA: 0s - loss: 0.9158
40/40 [==============================] - 0s 2ms/step - loss: 0.8424
40/40 [==============================] - 0s 2ms/step - loss: 0.8424
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 2.2044
26/40 [==================>...........] - ETA: 0s - loss: 1.1217
40/40 [==============================] - 0s 2ms/step - loss: 0.8446
40/40 [==============================] - 0s 2ms/step - loss: 0.8446
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 2.2133
33/40 [=======================>......] - ETA: 0s - loss: 0.9413
40/40 [==============================] - 0s 2ms/step - loss: 0.8431
40/40 [==============================] - 0s 2ms/step - loss: 0.8431
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 2.2191
32/40 [=======================>......] - ETA: 0s - loss: 0.9719
40/40 [==============================] - 0s 2ms/step - loss: 0.8452
40/40 [==============================] - 0s 2ms/step - loss: 0.8452
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 2.2269
32/40 [=======================>......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8439
40/40 [==============================] - 0s 2ms/step - loss: 0.8439
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 2.2335
32/40 [=======================>......] - ETA: 0s - loss: 0.9727
40/40 [==============================] - 0s 2ms/step - loss: 0.8457
40/40 [==============================] - 0s 2ms/step - loss: 0.8457
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 2.2421
26/40 [==================>...........] - ETA: 0s - loss: 1.1089
40/40 [==============================] - 0s 2ms/step - loss: 0.8444
40/40 [==============================] - 0s 2ms/step - loss: 0.8444
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 2.2495
32/40 [=======================>......] - ETA: 0s - loss: 0.9729
40/40 [==============================] - 0s 2ms/step - loss: 0.8459
40/40 [==============================] - 0s 2ms/step - loss: 0.8459
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 2.2583
34/40 [========================>.....] - ETA: 0s - loss: 0.9205
40/40 [==============================] - 0s 2ms/step - loss: 0.8446
40/40 [==============================] - 0s 2ms/step - loss: 0.8446
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 2.2649
32/40 [=======================>......] - ETA: 0s - loss: 0.9736
40/40 [==============================] - 0s 2ms/step - loss: 0.8463
40/40 [==============================] - 0s 2ms/step - loss: 0.8463
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 2.2728
33/40 [=======================>......] - ETA: 0s - loss: 0.9461
40/40 [==============================] - 0s 2ms/step - loss: 0.8459
40/40 [==============================] - 0s 2ms/step - loss: 0.8459
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 2.2797
28/40 [====================>.........] - ETA: 0s - loss: 1.0808
40/40 [==============================] - 0s 2ms/step - loss: 0.8468
40/40 [==============================] - 0s 2ms/step - loss: 0.8468
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 2.2862
31/40 [======================>.......] - ETA: 0s - loss: 1.0050
40/40 [==============================] - 0s 2ms/step - loss: 0.8472
40/40 [==============================] - 0s 2ms/step - loss: 0.8472
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 2.2943
32/40 [=======================>......] - ETA: 0s - loss: 0.9749
40/40 [==============================] - 0s 2ms/step - loss: 0.8474
40/40 [==============================] - 0s 2ms/step - loss: 0.8474
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 2.3020
32/40 [=======================>......] - ETA: 0s - loss: 0.9756
40/40 [==============================] - 0s 2ms/step - loss: 0.8480
40/40 [==============================] - 0s 2ms/step - loss: 0.8480
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 2.3105
33/40 [=======================>......] - ETA: 0s - loss: 0.9513
40/40 [==============================] - 0s 2ms/step - loss: 0.8485
40/40 [==============================] - 0s 2ms/step - loss: 0.8485
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 2.3191
26/40 [==================>...........] - ETA: 0s - loss: 1.1139
40/40 [==============================] - 0s 2ms/step - loss: 0.8488
40/40 [==============================] - 0s 2ms/step - loss: 0.8488
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 2.3277
33/40 [=======================>......] - ETA: 0s - loss: 0.9527
40/40 [==============================] - 0s 2ms/step - loss: 0.8495
40/40 [==============================] - 0s 2ms/step - loss: 0.8495
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 2.3371
32/40 [=======================>......] - ETA: 0s - loss: 0.9780
40/40 [==============================] - 0s 2ms/step - loss: 0.8498
40/40 [==============================] - 0s 2ms/step - loss: 0.8498
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 2.3459
33/40 [=======================>......] - ETA: 0s - loss: 0.9540
40/40 [==============================] - 0s 2ms/step - loss: 0.8502
40/40 [==============================] - 0s 2ms/step - loss: 0.8502
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 2.3553
32/40 [=======================>......] - ETA: 0s - loss: 0.9796
40/40 [==============================] - 0s 2ms/step - loss: 0.8510
40/40 [==============================] - 0s 2ms/step - loss: 0.8510
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 2.3641
30/40 [=====================>........] - ETA: 0s - loss: 1.0392
40/40 [==============================] - 0s 2ms/step - loss: 0.8510
40/40 [==============================] - 0s 2ms/step - loss: 0.8510
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 2.3734
32/40 [=======================>......] - ETA: 0s - loss: 0.9812
40/40 [==============================] - 0s 2ms/step - loss: 0.8522
40/40 [==============================] - 0s 2ms/step - loss: 0.8522
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 2.3809
34/40 [========================>.....] - ETA: 0s - loss: 0.9359
40/40 [==============================] - 0s 2ms/step - loss: 0.8509
40/40 [==============================] - 0s 2ms/step - loss: 0.8509
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 2.3884
34/40 [========================>.....] - ETA: 0s - loss: 0.9372
40/40 [==============================] - 0s 2ms/step - loss: 0.8533
40/40 [==============================] - 0s 2ms/step - loss: 0.8533
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 2.3958
34/40 [========================>.....] - ETA: 0s - loss: 0.9372
40/40 [==============================] - 0s 1ms/step - loss: 0.8512
40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 2.4032
30/40 [=====================>........] - ETA: 0s - loss: 1.0440
40/40 [==============================] - 0s 2ms/step - loss: 0.8547
40/40 [==============================] - 0s 2ms/step - loss: 0.8547
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 2.4105
32/40 [=======================>......] - ETA: 0s - loss: 0.9816
40/40 [==============================] - 0s 2ms/step - loss: 0.8524
40/40 [==============================] - 0s 2ms/step - loss: 0.8524
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 2.4176
33/40 [=======================>......] - ETA: 0s - loss: 0.9618
40/40 [==============================] - 0s 2ms/step - loss: 0.8557
40/40 [==============================] - 0s 2ms/step - loss: 0.8557
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 2.4240
32/40 [=======================>......] - ETA: 0s - loss: 0.9828
40/40 [==============================] - 0s 2ms/step - loss: 0.8534
40/40 [==============================] - 0s 2ms/step - loss: 0.8534
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 2.4305
32/40 [=======================>......] - ETA: 0s - loss: 0.9862
40/40 [==============================] - 0s 2ms/step - loss: 0.8560
40/40 [==============================] - 0s 2ms/step - loss: 0.8560
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 2.4360
30/40 [=====================>........] - ETA: 0s - loss: 1.0437
40/40 [==============================] - 0s 2ms/step - loss: 0.8551
40/40 [==============================] - 0s 2ms/step - loss: 0.8551
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 2.4408
35/40 [=========================>....] - ETA: 0s - loss: 0.9227
40/40 [==============================] - 0s 1ms/step - loss: 0.8568
40/40 [==============================] - 0s 2ms/step - loss: 0.8568
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 2.4447
34/40 [========================>.....] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 1ms/step - loss: 0.8562
40/40 [==============================] - 0s 2ms/step - loss: 0.8562
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 2.4479
33/40 [=======================>......] - ETA: 0s - loss: 0.9668
40/40 [==============================] - 0s 2ms/step - loss: 0.8593
40/40 [==============================] - 0s 2ms/step - loss: 0.8593
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 2.4490
32/40 [=======================>......] - ETA: 0s - loss: 0.9859
40/40 [==============================] - 0s 2ms/step - loss: 0.8564
40/40 [==============================] - 0s 2ms/step - loss: 0.8564
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 2.4506
32/40 [=======================>......] - ETA: 0s - loss: 0.9918
40/40 [==============================] - 0s 2ms/step - loss: 0.8605
40/40 [==============================] - 0s 2ms/step - loss: 0.8605
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 2.4497
33/40 [=======================>......] - ETA: 0s - loss: 0.9629
40/40 [==============================] - 0s 2ms/step - loss: 0.8556
40/40 [==============================] - 0s 2ms/step - loss: 0.8556
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 2.4509
30/40 [=====================>........] - ETA: 0s - loss: 1.0505
40/40 [==============================] - 0s 2ms/step - loss: 0.8603
40/40 [==============================] - 0s 2ms/step - loss: 0.8603
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 2.4491
32/40 [=======================>......] - ETA: 0s - loss: 0.9844
40/40 [==============================] - 0s 2ms/step - loss: 0.8554
40/40 [==============================] - 0s 2ms/step - loss: 0.8554
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 2.4500
33/40 [=======================>......] - ETA: 0s - loss: 0.9675
40/40 [==============================] - 0s 2ms/step - loss: 0.8592
40/40 [==============================] - 0s 2ms/step - loss: 0.8592
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 2.4483
31/40 [======================>.......] - ETA: 0s - loss: 1.0110
40/40 [==============================] - 0s 2ms/step - loss: 0.8549
40/40 [==============================] - 0s 2ms/step - loss: 0.8549
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 2.4489
34/40 [========================>.....] - ETA: 0s - loss: 0.9498
40/40 [==============================] - 0s 1ms/step - loss: 0.8601
40/40 [==============================] - 0s 2ms/step - loss: 0.8601
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 2.4459
34/40 [========================>.....] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8541
40/40 [==============================] - 0s 2ms/step - loss: 0.8541
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 2.4472
34/40 [========================>.....] - ETA: 0s - loss: 0.9523
40/40 [==============================] - 0s 1ms/step - loss: 0.8634
40/40 [==============================] - 0s 2ms/step - loss: 0.8634
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 2.4413
33/40 [=======================>......] - ETA: 0s - loss: 0.9573
40/40 [==============================] - 0s 2ms/step - loss: 0.8512
40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 2.4443
29/40 [====================>.........] - ETA: 0s - loss: 1.0753
40/40 [==============================] - 0s 2ms/step - loss: 0.8609
40/40 [==============================] - 0s 2ms/step - loss: 0.8609
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 2.4400
32/40 [=======================>......] - ETA: 0s - loss: 0.9758
40/40 [==============================] - 0s 2ms/step - loss: 0.8504
40/40 [==============================] - 0s 2ms/step - loss: 0.8504
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 2.4441
27/40 [===================>..........] - ETA: 0s - loss: 1.1057
40/40 [==============================] - 0s 2ms/step - loss: 0.8644
40/40 [==============================] - 0s 2ms/step - loss: 0.8644
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 2.4377
34/40 [========================>.....] - ETA: 0s - loss: 0.9397
40/40 [==============================] - 0s 1ms/step - loss: 0.8495
40/40 [==============================] - 0s 2ms/step - loss: 0.8495
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 2.4430
33/40 [=======================>......] - ETA: 0s - loss: 0.9773
40/40 [==============================] - 0s 2ms/step - loss: 0.8689
40/40 [==============================] - 0s 2ms/step - loss: 0.8689
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 2.4294
31/40 [======================>.......] - ETA: 0s - loss: 0.9867
40/40 [==============================] - 0s 2ms/step - loss: 0.8445
40/40 [==============================] - 0s 2ms/step - loss: 0.8445
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 2.4451
32/40 [=======================>......] - ETA: 0s - loss: 1.0765
40/40 [==============================] - 0s 2ms/step - loss: 0.9636
40/40 [==============================] - 0s 2ms/step - loss: 0.9636
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 2.3651
33/40 [=======================>......] - ETA: 0s - loss: 0.9525
40/40 [==============================] - 0s 2ms/step - loss: 0.8464
40/40 [==============================] - 0s 2ms/step - loss: 0.8464
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 2.3306
32/40 [=======================>......] - ETA: 0s - loss: 1.0382
40/40 [==============================] - 0s 2ms/step - loss: 0.9221
40/40 [==============================] - 0s 2ms/step - loss: 0.9221
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 2.2508
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8319
40/40 [==============================] - 0s 2ms/step - loss: 0.8319
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 2.2422
32/40 [=======================>......] - ETA: 0s - loss: 0.9838
40/40 [==============================] - 0s 2ms/step - loss: 0.8594
40/40 [==============================] - 0s 2ms/step - loss: 0.8594
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 2.2189
33/40 [=======================>......] - ETA: 0s - loss: 0.9321
40/40 [==============================] - 0s 2ms/step - loss: 0.8270
40/40 [==============================] - 0s 2ms/step - loss: 0.8270
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 2.2394
32/40 [=======================>......] - ETA: 0s - loss: 1.0101
40/40 [==============================] - 0s 2ms/step - loss: 0.9083
40/40 [==============================] - 0s 2ms/step - loss: 0.9083
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 2.1594
31/40 [======================>.......] - ETA: 0s - loss: 0.9362
40/40 [==============================] - 0s 2ms/step - loss: 0.8014
40/40 [==============================] - 0s 2ms/step - loss: 0.8014
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 2.1813
28/40 [====================>.........] - ETA: 0s - loss: 1.0130
40/40 [==============================] - 0s 2ms/step - loss: 0.8045
40/40 [==============================] - 0s 2ms/step - loss: 0.8045
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 2.1983
32/40 [=======================>......] - ETA: 0s - loss: 0.9490
40/40 [==============================] - 0s 2ms/step - loss: 0.8345
40/40 [==============================] - 0s 2ms/step - loss: 0.8345
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 2.2431
34/40 [========================>.....] - ETA: 0s - loss: 1.0133
40/40 [==============================] - 0s 2ms/step - loss: 0.9930
40/40 [==============================] - 0s 2ms/step - loss: 0.9930
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 2.1360
34/40 [========================>.....] - ETA: 0s - loss: 0.9591
40/40 [==============================] - 0s 1ms/step - loss: 0.9104
40/40 [==============================] - 0s 2ms/step - loss: 0.9104
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 1.9243
31/40 [======================>.......] - ETA: 0s - loss: 0.9783
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 1.9330
32/40 [=======================>......] - ETA: 0s - loss: 0.8738
40/40 [==============================] - 0s 2ms/step - loss: 0.7686
40/40 [==============================] - 0s 2ms/step - loss: 0.7686
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 2.0586
33/40 [=======================>......] - ETA: 0s - loss: 0.8176
40/40 [==============================] - 0s 2ms/step - loss: 0.7534
40/40 [==============================] - 0s 2ms/step - loss: 0.7534
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 1.9995
32/40 [=======================>......] - ETA: 0s - loss: 1.0123
40/40 [==============================] - 0s 2ms/step - loss: 0.8956
40/40 [==============================] - 0s 2ms/step - loss: 0.8956
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 2.0411
33/40 [=======================>......] - ETA: 0s - loss: 0.8723
40/40 [==============================] - 0s 2ms/step - loss: 0.8217
40/40 [==============================] - 0s 2ms/step - loss: 0.8217
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 1.9359
32/40 [=======================>......] - ETA: 0s - loss: 0.8420
40/40 [==============================] - 0s 2ms/step - loss: 0.7448
40/40 [==============================] - 0s 2ms/step - loss: 0.7448
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 2.0557
29/40 [====================>.........] - ETA: 0s - loss: 0.9601
40/40 [==============================] - 0s 2ms/step - loss: 0.8736
40/40 [==============================] - 0s 2ms/step - loss: 0.8736
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 1.9056
31/40 [======================>.......] - ETA: 0s - loss: 0.7846
40/40 [==============================] - 0s 2ms/step - loss: 0.6890
40/40 [==============================] - 0s 2ms/step - loss: 0.6890
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 1.9790
32/40 [=======================>......] - ETA: 0s - loss: 0.8386
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 1.7834
32/40 [=======================>......] - ETA: 0s - loss: 0.7159
40/40 [==============================] - 0s 2ms/step - loss: 0.6589
40/40 [==============================] - 0s 2ms/step - loss: 0.6589
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 1.8212
33/40 [=======================>......] - ETA: 0s - loss: 0.7555
40/40 [==============================] - 0s 2ms/step - loss: 0.7871
40/40 [==============================] - 0s 2ms/step - loss: 0.7871
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 1.5848
32/40 [=======================>......] - ETA: 0s - loss: 0.6639
40/40 [==============================] - 0s 2ms/step - loss: 0.6494
40/40 [==============================] - 0s 2ms/step - loss: 0.6494
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 1.4279
31/40 [======================>.......] - ETA: 0s - loss: 0.6659
40/40 [==============================] - 0s 2ms/step - loss: 0.6407
40/40 [==============================] - 0s 2ms/step - loss: 0.6407
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 1.3163
31/40 [======================>.......] - ETA: 0s - loss: 0.6458
40/40 [==============================] - 0s 2ms/step - loss: 0.6423
40/40 [==============================] - 0s 2ms/step - loss: 0.6423
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 1.2194
30/40 [=====================>........] - ETA: 0s - loss: 0.6510
40/40 [==============================] - 0s 2ms/step - loss: 0.6394
40/40 [==============================] - 0s 2ms/step - loss: 0.6394
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 1.1574
31/40 [======================>.......] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.6364
40/40 [==============================] - 0s 2ms/step - loss: 0.6364
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 1.1169
33/40 [=======================>......] - ETA: 0s - loss: 0.5983
40/40 [==============================] - 0s 2ms/step - loss: 0.6338
40/40 [==============================] - 0s 2ms/step - loss: 0.6338
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 1.0921
34/40 [========================>.....] - ETA: 0s - loss: 0.5888
40/40 [==============================] - 0s 2ms/step - loss: 0.6317
40/40 [==============================] - 0s 2ms/step - loss: 0.6317
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 1.0766
33/40 [=======================>......] - ETA: 0s - loss: 0.5859
40/40 [==============================] - 0s 2ms/step - loss: 0.6298
40/40 [==============================] - 0s 2ms/step - loss: 0.6298
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 1.0685
32/40 [=======================>......] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6294
40/40 [==============================] - 0s 2ms/step - loss: 0.6294
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 1.0667
13/40 [========>.....................] - ETA: 0s - loss: 0.7007
40/40 [==============================] - 0s 6ms/step - loss: 0.6306
40/40 [==============================] - 0s 6ms/step - loss: 0.6306
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 1.0708
34/40 [========================>.....] - ETA: 0s - loss: 0.5766
40/40 [==============================] - 0s 2ms/step - loss: 0.6325
40/40 [==============================] - 0s 2ms/step - loss: 0.6325
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 1.0772
34/40 [========================>.....] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 1ms/step - loss: 0.6341
40/40 [==============================] - 0s 2ms/step - loss: 0.6341
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 1.0818
35/40 [=========================>....] - ETA: 0s - loss: 0.5861
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 1.0836
33/40 [=======================>......] - ETA: 0s - loss: 0.5623
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 1.0793
32/40 [=======================>......] - ETA: 0s - loss: 0.5550
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 1.0746
34/40 [========================>.....] - ETA: 0s - loss: 0.5599
40/40 [==============================] - 0s 2ms/step - loss: 0.6349
40/40 [==============================] - 0s 2ms/step - loss: 0.6349
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 1.0695
31/40 [======================>.......] - ETA: 0s - loss: 0.5457
40/40 [==============================] - 0s 2ms/step - loss: 0.6351
40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 1.0657
30/40 [=====================>........] - ETA: 0s - loss: 0.5413
40/40 [==============================] - 0s 2ms/step - loss: 0.6354
40/40 [==============================] - 0s 2ms/step - loss: 0.6354
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 1.0623
33/40 [=======================>......] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 1.0616
32/40 [=======================>......] - ETA: 0s - loss: 0.5425
40/40 [==============================] - 0s 2ms/step - loss: 0.6368
40/40 [==============================] - 0s 2ms/step - loss: 0.6368
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 1.0615
34/40 [========================>.....] - ETA: 0s - loss: 0.5521
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 1.0612
33/40 [=======================>......] - ETA: 0s - loss: 0.5434
40/40 [==============================] - 0s 2ms/step - loss: 0.6376
40/40 [==============================] - 0s 2ms/step - loss: 0.6376
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 1.0587
33/40 [=======================>......] - ETA: 0s - loss: 0.5413
40/40 [==============================] - 0s 2ms/step - loss: 0.6376
40/40 [==============================] - 0s 2ms/step - loss: 0.6376
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 1.0536
32/40 [=======================>......] - ETA: 0s - loss: 0.5332
40/40 [==============================] - 0s 2ms/step - loss: 0.6374
40/40 [==============================] - 0s 2ms/step - loss: 0.6374
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 1.0468
30/40 [=====================>........] - ETA: 0s - loss: 0.5196
40/40 [==============================] - 0s 2ms/step - loss: 0.6374
40/40 [==============================] - 0s 2ms/step - loss: 0.6374
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 1.0415
31/40 [======================>.......] - ETA: 0s - loss: 0.5239
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 1.0371
33/40 [=======================>......] - ETA: 0s - loss: 0.5347
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 1.0337
33/40 [=======================>......] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
40/40 [==============================] - 0s 2ms/step - loss: 0.6373
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 1.0286
32/40 [=======================>......] - ETA: 0s - loss: 0.5241
40/40 [==============================] - 0s 2ms/step - loss: 0.6371
40/40 [==============================] - 0s 2ms/step - loss: 0.6371
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 1.0245
30/40 [=====================>........] - ETA: 0s - loss: 0.5076
40/40 [==============================] - 0s 2ms/step - loss: 0.6369
40/40 [==============================] - 0s 2ms/step - loss: 0.6369
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 1.0202
34/40 [========================>.....] - ETA: 0s - loss: 0.5361
40/40 [==============================] - 0s 2ms/step - loss: 0.6367
40/40 [==============================] - 0s 2ms/step - loss: 0.6367
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 1.0156
33/40 [=======================>......] - ETA: 0s - loss: 0.5264
40/40 [==============================] - 0s 2ms/step - loss: 0.6363
40/40 [==============================] - 0s 2ms/step - loss: 0.6363
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 1.0078
32/40 [=======================>......] - ETA: 0s - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 1.0028
34/40 [========================>.....] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
40/40 [==============================] - 0s 2ms/step - loss: 0.6361
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 1.0015
33/40 [=======================>......] - ETA: 0s - loss: 0.5231
40/40 [==============================] - 0s 2ms/step - loss: 0.6359
40/40 [==============================] - 0s 2ms/step - loss: 0.6359
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 0.9982
32/40 [=======================>......] - ETA: 0s - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.6356
40/40 [==============================] - 0s 2ms/step - loss: 0.6356
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 0.9941
31/40 [======================>.......] - ETA: 0s - loss: 0.5054
40/40 [==============================] - 0s 2ms/step - loss: 0.6353
40/40 [==============================] - 0s 2ms/step - loss: 0.6353
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 0.9901
31/40 [======================>.......] - ETA: 0s - loss: 0.5046
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 0.9831
31/40 [======================>.......] - ETA: 0s - loss: 0.5044
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 0.9802
31/40 [======================>.......] - ETA: 0s - loss: 0.5042
40/40 [==============================] - 0s 2ms/step - loss: 0.6351
40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.9793
34/40 [========================>.....] - ETA: 0s - loss: 0.5289
40/40 [==============================] - 0s 1ms/step - loss: 0.6352
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.9803
29/40 [====================>.........] - ETA: 0s - loss: 0.4795
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.9828
35/40 [=========================>....] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 1ms/step - loss: 0.6351
40/40 [==============================] - 0s 2ms/step - loss: 0.6351
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.9858
32/40 [=======================>......] - ETA: 0s - loss: 0.5100
40/40 [==============================] - 0s 2ms/step - loss: 0.6348
40/40 [==============================] - 0s 2ms/step - loss: 0.6348
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.9858
32/40 [=======================>......] - ETA: 0s - loss: 0.5096
40/40 [==============================] - 0s 2ms/step - loss: 0.6347
40/40 [==============================] - 0s 2ms/step - loss: 0.6347
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.9859
31/40 [======================>.......] - ETA: 0s - loss: 0.5012
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.9819
33/40 [=======================>......] - ETA: 0s - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.6343
40/40 [==============================] - 0s 2ms/step - loss: 0.6343
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.9755
30/40 [=====================>........] - ETA: 0s - loss: 0.4917
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.9709
30/40 [=====================>........] - ETA: 0s - loss: 0.4920
40/40 [==============================] - 0s 2ms/step - loss: 0.6345
40/40 [==============================] - 0s 2ms/step - loss: 0.6345
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.9683
33/40 [=======================>......] - ETA: 0s - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.6345
40/40 [==============================] - 0s 2ms/step - loss: 0.6345
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.9684
30/40 [=====================>........] - ETA: 0s - loss: 0.4920
40/40 [==============================] - 0s 2ms/step - loss: 0.6343
40/40 [==============================] - 0s 2ms/step - loss: 0.6343
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.9708
31/40 [======================>.......] - ETA: 0s - loss: 0.5016
40/40 [==============================] - 0s 2ms/step - loss: 0.6341
40/40 [==============================] - 0s 2ms/step - loss: 0.6341
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.9764
28/40 [====================>.........] - ETA: 0s - loss: 0.4629
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.9774
31/40 [======================>.......] - ETA: 0s - loss: 0.5008
40/40 [==============================] - 0s 2ms/step - loss: 0.6332
40/40 [==============================] - 0s 2ms/step - loss: 0.6332
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.9754
34/40 [========================>.....] - ETA: 0s - loss: 0.5270
40/40 [==============================] - 0s 1ms/step - loss: 0.6326
40/40 [==============================] - 0s 2ms/step - loss: 0.6326
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.9655
34/40 [========================>.....] - ETA: 0s - loss: 0.5279
40/40 [==============================] - 0s 2ms/step - loss: 0.6322
40/40 [==============================] - 0s 2ms/step - loss: 0.6322
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.9566
33/40 [=======================>......] - ETA: 0s - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.6320
40/40 [==============================] - 0s 2ms/step - loss: 0.6320
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.9514
33/40 [=======================>......] - ETA: 0s - loss: 0.5208
40/40 [==============================] - 0s 2ms/step - loss: 0.6317
40/40 [==============================] - 0s 2ms/step - loss: 0.6317
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.9494
32/40 [=======================>......] - ETA: 0s - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.6312
40/40 [==============================] - 0s 2ms/step - loss: 0.6312
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.9458
32/40 [=======================>......] - ETA: 0s - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.6308
40/40 [==============================] - 0s 2ms/step - loss: 0.6308
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.9420
26/40 [==================>...........] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.9330
30/40 [=====================>........] - ETA: 0s - loss: 0.4974
40/40 [==============================] - 0s 2ms/step - loss: 0.6304
40/40 [==============================] - 0s 2ms/step - loss: 0.6304
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.9305
34/40 [========================>.....] - ETA: 0s - loss: 0.5330
40/40 [==============================] - 0s 2ms/step - loss: 0.6301
40/40 [==============================] - 0s 2ms/step - loss: 0.6301
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.9266
34/40 [========================>.....] - ETA: 0s - loss: 0.5333
40/40 [==============================] - 0s 1ms/step - loss: 0.6299
40/40 [==============================] - 0s 2ms/step - loss: 0.6299
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.9206
34/40 [========================>.....] - ETA: 0s - loss: 0.5337
40/40 [==============================] - 0s 2ms/step - loss: 0.6300
40/40 [==============================] - 0s 2ms/step - loss: 0.6300
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.9150
33/40 [=======================>......] - ETA: 0s - loss: 0.5248
40/40 [==============================] - 0s 2ms/step - loss: 0.6302
40/40 [==============================] - 0s 2ms/step - loss: 0.6302
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.9130
31/40 [======================>.......] - ETA: 0s - loss: 0.5083
40/40 [==============================] - 0s 2ms/step - loss: 0.6301
40/40 [==============================] - 0s 2ms/step - loss: 0.6301
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.9089
30/40 [=====================>........] - ETA: 0s - loss: 0.4987
40/40 [==============================] - 0s 2ms/step - loss: 0.6305
40/40 [==============================] - 0s 2ms/step - loss: 0.6305
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.9120
29/40 [====================>.........] - ETA: 0s - loss: 0.4823
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.9110
30/40 [=====================>........] - ETA: 0s - loss: 0.4988
40/40 [==============================] - 0s 2ms/step - loss: 0.6307
40/40 [==============================] - 0s 2ms/step - loss: 0.6307
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.9163
29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.6304
40/40 [==============================] - 0s 2ms/step - loss: 0.6304
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.9108
29/40 [====================>.........] - ETA: 0s - loss: 0.4826
40/40 [==============================] - 0s 2ms/step - loss: 0.6309
40/40 [==============================] - 0s 2ms/step - loss: 0.6309
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.9167
30/40 [=====================>........] - ETA: 0s - loss: 0.4982
40/40 [==============================] - 0s 2ms/step - loss: 0.6305
40/40 [==============================] - 0s 2ms/step - loss: 0.6305
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.9098
29/40 [====================>.........] - ETA: 0s - loss: 0.4824
40/40 [==============================] - 0s 2ms/step - loss: 0.6310
40/40 [==============================] - 0s 2ms/step - loss: 0.6310
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.9150
28/40 [====================>.........] - ETA: 0s - loss: 0.4589
40/40 [==============================] - 0s 2ms/step - loss: 0.6306
40/40 [==============================] - 0s 2ms/step - loss: 0.6306
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.9093
30/40 [=====================>........] - ETA: 0s - loss: 0.4983
40/40 [==============================] - 0s 2ms/step - loss: 0.6310
40/40 [==============================] - 0s 2ms/step - loss: 0.6310
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 1.1663
32/40 [=======================>......] - ETA: 0s - loss: 0.9501
40/40 [==============================] - 0s 2ms/step - loss: 0.8542
40/40 [==============================] - 0s 2ms/step - loss: 0.8542
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.1223
31/40 [======================>.......] - ETA: 0s - loss: 0.9279
40/40 [==============================] - 0s 2ms/step - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.8433
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.0817
31/40 [======================>.......] - ETA: 0s - loss: 0.9211
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 1.0239
30/40 [=====================>........] - ETA: 0s - loss: 0.8862
40/40 [==============================] - 0s 2ms/step - loss: 0.8191
40/40 [==============================] - 0s 2ms/step - loss: 0.8191
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 0.9420
28/40 [====================>.........] - ETA: 0s - loss: 0.8059
40/40 [==============================] - 0s 2ms/step - loss: 0.7998
40/40 [==============================] - 0s 2ms/step - loss: 0.7998
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 0.8460
28/40 [====================>.........] - ETA: 0s - loss: 0.7741
40/40 [==============================] - 0s 2ms/step - loss: 0.7788
40/40 [==============================] - 0s 2ms/step - loss: 0.7788
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 0.7642
28/40 [====================>.........] - ETA: 0s - loss: 0.7463
40/40 [==============================] - 0s 2ms/step - loss: 0.7619
40/40 [==============================] - 0s 2ms/step - loss: 0.7619
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 0.7072
29/40 [====================>.........] - ETA: 0s - loss: 0.7500
40/40 [==============================] - 0s 2ms/step - loss: 0.7479
40/40 [==============================] - 0s 2ms/step - loss: 0.7479
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 0.6680
29/40 [====================>.........] - ETA: 0s - loss: 0.7321
40/40 [==============================] - 0s 2ms/step - loss: 0.7366
40/40 [==============================] - 0s 2ms/step - loss: 0.7366
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 0.6333
29/40 [====================>.........] - ETA: 0s - loss: 0.7161
40/40 [==============================] - 0s 2ms/step - loss: 0.7265
40/40 [==============================] - 0s 2ms/step - loss: 0.7265
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 0.5969
29/40 [====================>.........] - ETA: 0s - loss: 0.7005
40/40 [==============================] - 0s 2ms/step - loss: 0.7161
40/40 [==============================] - 0s 2ms/step - loss: 0.7161
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 0.5606
29/40 [====================>.........] - ETA: 0s - loss: 0.6858
40/40 [==============================] - 0s 2ms/step - loss: 0.7050
40/40 [==============================] - 0s 2ms/step - loss: 0.7050
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 0.5269
28/40 [====================>.........] - ETA: 0s - loss: 0.6519
40/40 [==============================] - 0s 2ms/step - loss: 0.6930
40/40 [==============================] - 0s 2ms/step - loss: 0.6930
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 0.4977
29/40 [====================>.........] - ETA: 0s - loss: 0.6610
40/40 [==============================] - 0s 2ms/step - loss: 0.6800
40/40 [==============================] - 0s 2ms/step - loss: 0.6800
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 0.4701
28/40 [====================>.........] - ETA: 0s - loss: 0.6331
40/40 [==============================] - 0s 2ms/step - loss: 0.6628
40/40 [==============================] - 0s 2ms/step - loss: 0.6628
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 0.4392
28/40 [====================>.........] - ETA: 0s - loss: 0.6250
40/40 [==============================] - 0s 2ms/step - loss: 0.6430
40/40 [==============================] - 0s 2ms/step - loss: 0.6430
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 0.3985
28/40 [====================>.........] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6141
40/40 [==============================] - 0s 2ms/step - loss: 0.6141
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 0.3460
28/40 [====================>.........] - ETA: 0s - loss: 0.5944
40/40 [==============================] - 0s 2ms/step - loss: 0.5805
40/40 [==============================] - 0s 2ms/step - loss: 0.5805
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 0.2945
29/40 [====================>.........] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.5494
40/40 [==============================] - 0s 2ms/step - loss: 0.5494
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 0.2690
29/40 [====================>.........] - ETA: 0s - loss: 0.5629
40/40 [==============================] - 0s 2ms/step - loss: 0.5408
40/40 [==============================] - 0s 2ms/step - loss: 0.5408
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 0.2546
29/40 [====================>.........] - ETA: 0s - loss: 0.5568
40/40 [==============================] - 0s 2ms/step - loss: 0.5369
40/40 [==============================] - 0s 2ms/step - loss: 0.5369
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 0.2452
27/40 [===================>..........] - ETA: 0s - loss: 0.5576
40/40 [==============================] - 0s 2ms/step - loss: 0.5336
40/40 [==============================] - 0s 2ms/step - loss: 0.5336
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 0.2402
27/40 [===================>..........] - ETA: 0s - loss: 0.5564
40/40 [==============================] - 0s 2ms/step - loss: 0.5321
40/40 [==============================] - 0s 2ms/step - loss: 0.5321
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 0.2369
29/40 [====================>.........] - ETA: 0s - loss: 0.5501
40/40 [==============================] - 0s 2ms/step - loss: 0.5311
40/40 [==============================] - 0s 2ms/step - loss: 0.5311
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 0.2345
28/40 [====================>.........] - ETA: 0s - loss: 0.5499
40/40 [==============================] - 0s 2ms/step - loss: 0.5304
40/40 [==============================] - 0s 2ms/step - loss: 0.5304
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 0.2326
28/40 [====================>.........] - ETA: 0s - loss: 0.5495
40/40 [==============================] - 0s 2ms/step - loss: 0.5298
40/40 [==============================] - 0s 2ms/step - loss: 0.5298
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 0.2310
29/40 [====================>.........] - ETA: 0s - loss: 0.5484
40/40 [==============================] - 0s 2ms/step - loss: 0.5292
40/40 [==============================] - 0s 2ms/step - loss: 0.5292
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 0.2297
28/40 [====================>.........] - ETA: 0s - loss: 0.5489
40/40 [==============================] - 0s 2ms/step - loss: 0.5288
40/40 [==============================] - 0s 2ms/step - loss: 0.5288
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 0.2285
28/40 [====================>.........] - ETA: 0s - loss: 0.5487
40/40 [==============================] - 0s 2ms/step - loss: 0.5284
40/40 [==============================] - 0s 2ms/step - loss: 0.5284
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 0.2275
29/40 [====================>.........] - ETA: 0s - loss: 0.5476
40/40 [==============================] - 0s 2ms/step - loss: 0.5281
40/40 [==============================] - 0s 2ms/step - loss: 0.5281
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 0.2266
31/40 [======================>.......] - ETA: 0s - loss: 0.5606
40/40 [==============================] - 0s 2ms/step - loss: 0.5278
40/40 [==============================] - 0s 2ms/step - loss: 0.5278
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 0.2258
30/40 [=====================>........] - ETA: 0s - loss: 0.5510
40/40 [==============================] - 0s 2ms/step - loss: 0.5275
40/40 [==============================] - 0s 2ms/step - loss: 0.5275
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 0.2250
29/40 [====================>.........] - ETA: 0s - loss: 0.5471
40/40 [==============================] - 0s 2ms/step - loss: 0.5272
40/40 [==============================] - 0s 2ms/step - loss: 0.5272
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 0.2243
28/40 [====================>.........] - ETA: 0s - loss: 0.5482
40/40 [==============================] - 0s 2ms/step - loss: 0.5270
40/40 [==============================] - 0s 2ms/step - loss: 0.5270
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 0.2237
28/40 [====================>.........] - ETA: 0s - loss: 0.5482
40/40 [==============================] - 0s 2ms/step - loss: 0.5267
40/40 [==============================] - 0s 2ms/step - loss: 0.5267
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 0.2231
28/40 [====================>.........] - ETA: 0s - loss: 0.5482
40/40 [==============================] - 0s 2ms/step - loss: 0.5265
40/40 [==============================] - 0s 2ms/step - loss: 0.5265
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 0.2225
27/40 [===================>..........] - ETA: 0s - loss: 0.5543
40/40 [==============================] - 0s 2ms/step - loss: 0.5263
40/40 [==============================] - 0s 2ms/step - loss: 0.5263
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 0.2219
30/40 [=====================>........] - ETA: 0s - loss: 0.5501
40/40 [==============================] - 0s 2ms/step - loss: 0.5262
40/40 [==============================] - 0s 2ms/step - loss: 0.5262
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 0.2214
29/40 [====================>.........] - ETA: 0s - loss: 0.5467
40/40 [==============================] - 0s 2ms/step - loss: 0.5260
40/40 [==============================] - 0s 2ms/step - loss: 0.5260
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 0.2209
30/40 [=====================>........] - ETA: 0s - loss: 0.5500
40/40 [==============================] - 0s 2ms/step - loss: 0.5258
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Epoch: 40
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40/40 [==============================] - 0s 2ms/step - loss: 0.5257
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Epoch: 41
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40/40 [==============================] - 0s 2ms/step - loss: 0.5255
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Epoch: 42
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40/40 [==============================] - 0s 2ms/step - loss: 0.5254
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Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 0.2191
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40/40 [==============================] - 0s 2ms/step - loss: 0.5252
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Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 0.2187
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40/40 [==============================] - 0s 2ms/step - loss: 0.5251
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Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 0.2182
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40/40 [==============================] - 0s 2ms/step - loss: 0.5250
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Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 0.2178
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40/40 [==============================] - 0s 2ms/step - loss: 0.5249
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Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 0.2175
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40/40 [==============================] - 0s 2ms/step - loss: 0.5248
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Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 0.2171
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40/40 [==============================] - 0s 2ms/step - loss: 0.5247
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Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 0.2167
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40/40 [==============================] - 0s 2ms/step - loss: 0.5246
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Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 0.2164
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40/40 [==============================] - 0s 2ms/step - loss: 0.5245
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Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 0.2160
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40/40 [==============================] - 0s 2ms/step - loss: 0.5244
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Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 0.2157
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40/40 [==============================] - 0s 2ms/step - loss: 0.5243
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Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 0.2154
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40/40 [==============================] - 0s 2ms/step - loss: 0.5242
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Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 0.2151
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40/40 [==============================] - 0s 2ms/step - loss: 0.5241
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Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 0.2148
30/40 [=====================>........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5240
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Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 0.2145
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40/40 [==============================] - 0s 2ms/step - loss: 0.5239
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Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 0.2143
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40/40 [==============================] - 0s 2ms/step - loss: 0.5238
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Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 0.2140
30/40 [=====================>........] - ETA: 0s - loss: 0.5497
40/40 [==============================] - 0s 2ms/step - loss: 0.5238
40/40 [==============================] - 0s 2ms/step - loss: 0.5238
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 0.2138
30/40 [=====================>........] - ETA: 0s - loss: 0.5497
40/40 [==============================] - 0s 2ms/step - loss: 0.5237
40/40 [==============================] - 0s 2ms/step - loss: 0.5237
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 0.2136
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40/40 [==============================] - 0s 2ms/step - loss: 0.5236
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Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 0.2133
28/40 [====================>.........] - ETA: 0s - loss: 0.5492
40/40 [==============================] - 0s 2ms/step - loss: 0.5235
40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 0.2131
28/40 [====================>.........] - ETA: 0s - loss: 0.5493
40/40 [==============================] - 0s 2ms/step - loss: 0.5235
40/40 [==============================] - 0s 2ms/step - loss: 0.5235
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 0.2129
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40/40 [==============================] - 0s 2ms/step - loss: 0.5235
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Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 0.2127
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40/40 [==============================] - 0s 2ms/step - loss: 0.5235
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Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 0.2124
28/40 [====================>.........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5234
40/40 [==============================] - 0s 2ms/step - loss: 0.5234
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 0.2122
28/40 [====================>.........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.5233
40/40 [==============================] - 0s 2ms/step - loss: 0.5233
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 0.2120
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40/40 [==============================] - 0s 2ms/step - loss: 0.5232
40/40 [==============================] - 0s 2ms/step - loss: 0.5232
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 0.2118
30/40 [=====================>........] - ETA: 0s - loss: 0.5500
40/40 [==============================] - 0s 2ms/step - loss: 0.5232
40/40 [==============================] - 0s 2ms/step - loss: 0.5232
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 0.2116
28/40 [====================>.........] - ETA: 0s - loss: 0.5498
40/40 [==============================] - 0s 2ms/step - loss: 0.5231
40/40 [==============================] - 0s 2ms/step - loss: 0.5231
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 0.2114
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40/40 [==============================] - 0s 2ms/step - loss: 0.5229
40/40 [==============================] - 0s 2ms/step - loss: 0.5229
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 0.2112
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40/40 [==============================] - 0s 2ms/step - loss: 0.5229
40/40 [==============================] - 0s 3ms/step - loss: 0.5229
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 0.2110
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40/40 [==============================] - 0s 2ms/step - loss: 0.5228
40/40 [==============================] - 0s 2ms/step - loss: 0.5228
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 0.2108
23/40 [================>.............] - ETA: 0s - loss: 0.4597
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 0.2105
21/40 [==============>...............] - ETA: 0s - loss: 0.4518
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 0.2103
27/40 [===================>..........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5226
40/40 [==============================] - 0s 2ms/step - loss: 0.5226
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 0.2101
27/40 [===================>..........] - ETA: 0s - loss: 0.5575
40/40 [==============================] - 0s 2ms/step - loss: 0.5226
40/40 [==============================] - 0s 2ms/step - loss: 0.5226
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 0.2098
29/40 [====================>.........] - ETA: 0s - loss: 0.5477
40/40 [==============================] - 0s 2ms/step - loss: 0.5225
40/40 [==============================] - 0s 2ms/step - loss: 0.5225
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 0.2096
30/40 [=====================>........] - ETA: 0s - loss: 0.5500
40/40 [==============================] - 0s 2ms/step - loss: 0.5225
40/40 [==============================] - 0s 2ms/step - loss: 0.5225
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 0.2094
29/40 [====================>.........] - ETA: 0s - loss: 0.5478
40/40 [==============================] - 0s 2ms/step - loss: 0.5224
40/40 [==============================] - 0s 2ms/step - loss: 0.5224
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 0.2093
28/40 [====================>.........] - ETA: 0s - loss: 0.5504
40/40 [==============================] - 0s 2ms/step - loss: 0.5224
40/40 [==============================] - 0s 2ms/step - loss: 0.5224
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 0.2091
29/40 [====================>.........] - ETA: 0s - loss: 0.5479
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 0.2090
29/40 [====================>.........] - ETA: 0s - loss: 0.5480
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 0.2088
30/40 [=====================>........] - ETA: 0s - loss: 0.5502
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
40/40 [==============================] - 0s 2ms/step - loss: 0.5223
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 0.2086
30/40 [=====================>........] - ETA: 0s - loss: 0.5503
40/40 [==============================] - 0s 2ms/step - loss: 0.5222
40/40 [==============================] - 0s 2ms/step - loss: 0.5222
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 0.2085
28/40 [====================>.........] - ETA: 0s - loss: 0.5509
40/40 [==============================] - 0s 2ms/step - loss: 0.5222
40/40 [==============================] - 0s 2ms/step - loss: 0.5222
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 0.2084
30/40 [=====================>........] - ETA: 0s - loss: 0.5503
40/40 [==============================] - 0s 2ms/step - loss: 0.5221
40/40 [==============================] - 0s 2ms/step - loss: 0.5221
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 0.2082
30/40 [=====================>........] - ETA: 0s - loss: 0.5504
40/40 [==============================] - 0s 2ms/step - loss: 0.5220
40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 0.2081
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40/40 [==============================] - 0s 2ms/step - loss: 0.5220
40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 0.2080
29/40 [====================>.........] - ETA: 0s - loss: 0.5485
40/40 [==============================] - 0s 2ms/step - loss: 0.5219
40/40 [==============================] - 0s 2ms/step - loss: 0.5219
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 0.2079
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40/40 [==============================] - 0s 2ms/step - loss: 0.5218
40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 0.2078
31/40 [======================>.......] - ETA: 0s - loss: 0.5585
40/40 [==============================] - 0s 2ms/step - loss: 0.5218
40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 0.2077
30/40 [=====================>........] - ETA: 0s - loss: 0.5506
40/40 [==============================] - 0s 2ms/step - loss: 0.5218
40/40 [==============================] - 0s 2ms/step - loss: 0.5218
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 0.2076
28/40 [====================>.........] - ETA: 0s - loss: 0.5517
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 0.2075
28/40 [====================>.........] - ETA: 0s - loss: 0.5518
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 0.2075
29/40 [====================>.........] - ETA: 0s - loss: 0.5491
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 0.2074
30/40 [=====================>........] - ETA: 0s - loss: 0.5510
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
40/40 [==============================] - 0s 2ms/step - loss: 0.5217
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 0.2073
29/40 [====================>.........] - ETA: 0s - loss: 0.5493
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 0.2072
28/40 [====================>.........] - ETA: 0s - loss: 0.5523
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 0.2071
27/40 [===================>..........] - ETA: 0s - loss: 0.5602
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
40/40 [==============================] - 0s 2ms/step - loss: 0.5216
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 0.2071
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40/40 [==============================] - 0s 2ms/step - loss: 0.5215
40/40 [==============================] - 0s 2ms/step - loss: 0.5215
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 0.2070
30/40 [=====================>........] - ETA: 0s - loss: 0.5513
40/40 [==============================] - 0s 2ms/step - loss: 0.5215
40/40 [==============================] - 0s 2ms/step - loss: 0.5215
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 0.2069
30/40 [=====================>........] - ETA: 0s - loss: 0.5514
40/40 [==============================] - 0s 2ms/step - loss: 0.5214
40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 0.2069
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40/40 [==============================] - 0s 2ms/step - loss: 0.5214
40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 0.2068
28/40 [====================>.........] - ETA: 0s - loss: 0.5530
40/40 [==============================] - 0s 2ms/step - loss: 0.5214
40/40 [==============================] - 0s 2ms/step - loss: 0.5214
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 0.2067
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40/40 [==============================] - 0s 2ms/step - loss: 0.5213
40/40 [==============================] - 0s 3ms/step - loss: 0.5213
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 0.2067
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40/40 [==============================] - 0s 2ms/step - loss: 0.5212
40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 0.2067
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40/40 [==============================] - 0s 2ms/step - loss: 0.5212
40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 0.2066
28/40 [====================>.........] - ETA: 0s - loss: 0.5534
40/40 [==============================] - 0s 2ms/step - loss: 0.5212
40/40 [==============================] - 0s 2ms/step - loss: 0.5212
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 0.2066
28/40 [====================>.........] - ETA: 0s - loss: 0.5535
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 0.2066
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40/40 [==============================] - 0s 2ms/step - loss: 0.5211
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 0.2065
28/40 [====================>.........] - ETA: 0s - loss: 0.5538
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 0.2065
28/40 [====================>.........] - ETA: 0s - loss: 0.5540
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 0.2064
30/40 [=====================>........] - ETA: 0s - loss: 0.5523
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 0.2065
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40/40 [==============================] - 0s 2ms/step - loss: 0.5211
40/40 [==============================] - 0s 2ms/step - loss: 0.5211
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 0.2064
29/40 [====================>.........] - ETA: 0s - loss: 0.5512
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 0.2063
28/40 [====================>.........] - ETA: 0s - loss: 0.5545
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
40/40 [==============================] - 0s 2ms/step - loss: 0.5210
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 0.2062
27/40 [===================>..........] - ETA: 0s - loss: 0.5627
40/40 [==============================] - 0s 2ms/step - loss: 0.5209
40/40 [==============================] - 0s 2ms/step - loss: 0.5209
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 0.2061
27/40 [===================>..........] - ETA: 0s - loss: 0.5628
40/40 [==============================] - 0s 2ms/step - loss: 0.5209
40/40 [==============================] - 0s 2ms/step - loss: 0.5209
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 0.2059
25/40 [=================>............] - ETA: 0s - loss: 0.4994
40/40 [==============================] - 0s 2ms/step - loss: 0.5208
40/40 [==============================] - 0s 2ms/step - loss: 0.5208
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 0.2059
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40/40 [==============================] - 0s 2ms/step - loss: 0.5208
40/40 [==============================] - 0s 2ms/step - loss: 0.5208
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 0.2057
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40/40 [==============================] - 0s 2ms/step - loss: 0.5207
40/40 [==============================] - 0s 2ms/step - loss: 0.5207
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 0.2057
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40/40 [==============================] - 0s 2ms/step - loss: 0.5206
40/40 [==============================] - 0s 2ms/step - loss: 0.5206
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 0.2056
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40/40 [==============================] - 0s 2ms/step - loss: 0.5206
40/40 [==============================] - 0s 2ms/step - loss: 0.5206
Epoch: 124
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Epoch: 125
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Epoch: 126
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40/40 [==============================] - 0s 2ms/step - loss: 0.5204
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Epoch: 127
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205
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Epoch: 128
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40/40 [==============================] - 0s 2ms/step - loss: 0.5204
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Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 0.2051
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205
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Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 0.2049
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203
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Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 0.2049
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205
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Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 0.2047
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203
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Epoch: 133
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40/40 [==============================] - 0s 2ms/step - loss: 0.5205
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Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 0.2045
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203
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Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 0.2046
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40/40 [==============================] - 0s 2ms/step - loss: 0.5203
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Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 0.2044
30/40 [=====================>........] - ETA: 0s - loss: 0.5534
40/40 [==============================] - 0s 2ms/step - loss: 0.5201
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Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 0.2045
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40/40 [==============================] - 0s 2ms/step - loss: 0.5202
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Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 0.2043
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40/40 [==============================] - 0s 2ms/step - loss: 0.5201
40/40 [==============================] - 0s 2ms/step - loss: 0.5201
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 0.2043
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40/40 [==============================] - 0s 2ms/step - loss: 0.5202
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 0.2041
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40/40 [==============================] - 0s 2ms/step - loss: 0.5201
40/40 [==============================] - 0s 2ms/step - loss: 0.5201
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 0.2042
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40/40 [==============================] - 0s 2ms/step - loss: 0.5202
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 0.2040
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40/40 [==============================] - 0s 2ms/step - loss: 0.5200
40/40 [==============================] - 0s 2ms/step - loss: 0.5200
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 0.2040
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40/40 [==============================] - 0s 2ms/step - loss: 0.5200
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Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 0.2039
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 0.2039
30/40 [=====================>........] - ETA: 0s - loss: 0.5537
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 0.2037
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 0.2038
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40/40 [==============================] - 0s 2ms/step - loss: 0.5199
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 0.2037
27/40 [===================>..........] - ETA: 0s - loss: 0.5656
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 0.2037
30/40 [=====================>........] - ETA: 0s - loss: 0.5540
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5197
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 0.2036
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40/40 [==============================] - 0s 2ms/step - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 0.2035
30/40 [=====================>........] - ETA: 0s - loss: 0.5543
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 0.2035
29/40 [====================>.........] - ETA: 0s - loss: 0.5536
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 0.2034
30/40 [=====================>........] - ETA: 0s - loss: 0.5543
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 0.2035
30/40 [=====================>........] - ETA: 0s - loss: 0.5543
40/40 [==============================] - 0s 2ms/step - loss: 0.5196
40/40 [==============================] - 0s 2ms/step - loss: 0.5196
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 0.2034
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40/40 [==============================] - 0s 2ms/step - loss: 0.5196
40/40 [==============================] - 0s 2ms/step - loss: 0.5196
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 0.2035
30/40 [=====================>........] - ETA: 0s - loss: 0.5544
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 0.2035
29/40 [====================>.........] - ETA: 0s - loss: 0.5538
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194
40/40 [==============================] - 0s 2ms/step - loss: 0.5194
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194
40/40 [==============================] - 0s 2ms/step - loss: 0.5194
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5194
40/40 [==============================] - 0s 2ms/step - loss: 0.5194
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 0.2036
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40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 0.2035
30/40 [=====================>........] - ETA: 0s - loss: 0.5549
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 0.2036
27/40 [===================>..........] - ETA: 0s - loss: 0.5671
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5193
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 0.2036
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40/40 [==============================] - 0s 2ms/step - loss: 0.5193
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 0.2034
30/40 [=====================>........] - ETA: 0s - loss: 0.5548
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 0.2036
29/40 [====================>.........] - ETA: 0s - loss: 0.5551
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 0.2033
28/40 [====================>.........] - ETA: 0s - loss: 0.5583
40/40 [==============================] - 0s 2ms/step - loss: 0.5190
40/40 [==============================] - 0s 2ms/step - loss: 0.5190
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5191
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 0.2037
29/40 [====================>.........] - ETA: 0s - loss: 0.5555
40/40 [==============================] - 0s 2ms/step - loss: 0.5196
40/40 [==============================] - 0s 2ms/step - loss: 0.5196
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 0.2028
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40/40 [==============================] - 0s 2ms/step - loss: 0.5190
40/40 [==============================] - 0s 2ms/step - loss: 0.5190
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 0.2029
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 0.2034
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40/40 [==============================] - 0s 2ms/step - loss: 0.5189
40/40 [==============================] - 0s 2ms/step - loss: 0.5189
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 0.2035
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40/40 [==============================] - 0s 2ms/step - loss: 0.5192
40/40 [==============================] - 0s 2ms/step - loss: 0.5192
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 0.2029
27/40 [===================>..........] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.5189
40/40 [==============================] - 0s 2ms/step - loss: 0.5189
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 0.2028
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40/40 [==============================] - 0s 2ms/step - loss: 0.5186
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 0.2033
29/40 [====================>.........] - ETA: 0s - loss: 0.5563
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 0.2037
30/40 [=====================>........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5192
40/40 [==============================] - 0s 2ms/step - loss: 0.5192
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 0.2024
30/40 [=====================>........] - ETA: 0s - loss: 0.5550
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 0.2031
28/40 [====================>.........] - ETA: 0s - loss: 0.5605
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 0.2033
30/40 [=====================>........] - ETA: 0s - loss: 0.5558
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 0.2024
29/40 [====================>.........] - ETA: 0s - loss: 0.5550
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 0.2029
29/40 [====================>.........] - ETA: 0s - loss: 0.5565
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 0.2032
29/40 [====================>.........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 0.2023
29/40 [====================>.........] - ETA: 0s - loss: 0.5552
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 0.2029
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40/40 [==============================] - 0s 2ms/step - loss: 0.5187
40/40 [==============================] - 0s 2ms/step - loss: 0.5187
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 0.2030
29/40 [====================>.........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 0.2024
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40/40 [==============================] - 0s 2ms/step - loss: 0.5183
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 0.2025
28/40 [====================>.........] - ETA: 0s - loss: 0.5602
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 0.2023
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40/40 [==============================] - 0s 2ms/step - loss: 0.5181
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 0.2027
29/40 [====================>.........] - ETA: 0s - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5190
40/40 [==============================] - 0s 2ms/step - loss: 0.5190
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 0.2018
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40/40 [==============================] - 0s 2ms/step - loss: 0.5181
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 0.2026
30/40 [=====================>........] - ETA: 0s - loss: 0.5572
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 0.2021
30/40 [=====================>........] - ETA: 0s - loss: 0.5555
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 0.2024
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40/40 [==============================] - 0s 2ms/step - loss: 0.5182
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 0.2021
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40/40 [==============================] - 0s 2ms/step - loss: 0.5179
40/40 [==============================] - 0s 2ms/step - loss: 0.5179
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 0.2025
28/40 [====================>.........] - ETA: 0s - loss: 0.5610
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 0.2022
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40/40 [==============================] - 0s 2ms/step - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 0.2027
27/40 [===================>..........] - ETA: 0s - loss: 0.5704
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 0.2020
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 0.2025
27/40 [===================>..........] - ETA: 0s - loss: 0.5703
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 0.2025
28/40 [====================>.........] - ETA: 0s - loss: 0.5609
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 0.2026
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40/40 [==============================] - 0s 2ms/step - loss: 0.5183
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 0.2022
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40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 0.2028
30/40 [=====================>........] - ETA: 0s - loss: 0.5571
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
40/40 [==============================] - 0s 2ms/step - loss: 0.5184
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 0.2024
29/40 [====================>.........] - ETA: 0s - loss: 0.5563
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 0.2029
29/40 [====================>.........] - ETA: 0s - loss: 0.5576
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 0.2021
29/40 [====================>.........] - ETA: 0s - loss: 0.5559
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 0.2025
30/40 [=====================>........] - ETA: 0s - loss: 0.5570
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
40/40 [==============================] - 0s 2ms/step - loss: 0.5181
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 0.2027
29/40 [====================>.........] - ETA: 0s - loss: 0.5577
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.2020
29/40 [====================>.........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.2024
30/40 [=====================>........] - ETA: 0s - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5179
40/40 [==============================] - 0s 2ms/step - loss: 0.5179
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.2028
29/40 [====================>.........] - ETA: 0s - loss: 0.5576
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
40/40 [==============================] - 0s 2ms/step - loss: 0.5183
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.2020
30/40 [=====================>........] - ETA: 0s - loss: 0.5559
40/40 [==============================] - 0s 2ms/step - loss: 0.5174
40/40 [==============================] - 0s 2ms/step - loss: 0.5174
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.2024
30/40 [=====================>........] - ETA: 0s - loss: 0.5567
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.2031
29/40 [====================>.........] - ETA: 0s - loss: 0.5577
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.2022
29/40 [====================>.........] - ETA: 0s - loss: 0.5558
40/40 [==============================] - 0s 2ms/step - loss: 0.5170
40/40 [==============================] - 0s 2ms/step - loss: 0.5170
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.2029
25/40 [=================>............] - ETA: 0s - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.2030
23/40 [================>.............] - ETA: 0s - loss: 0.4871
40/40 [==============================] - 0s 2ms/step - loss: 0.5179
40/40 [==============================] - 0s 2ms/step - loss: 0.5179
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.2026
24/40 [=================>............] - ETA: 0s - loss: 0.4799
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.2031
22/40 [===============>..............] - ETA: 0s - loss: 0.4817
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.2024
25/40 [=================>............] - ETA: 0s - loss: 0.5097
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.2031
27/40 [===================>..........] - ETA: 0s - loss: 0.5711
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.2031
28/40 [====================>.........] - ETA: 0s - loss: 0.5619
40/40 [==============================] - 0s 2ms/step - loss: 0.5178
40/40 [==============================] - 0s 2ms/step - loss: 0.5178
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.2024
29/40 [====================>.........] - ETA: 0s - loss: 0.5564
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.2033
26/40 [==================>...........] - ETA: 0s - loss: 0.5645
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.2023
30/40 [=====================>........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.2024
30/40 [=====================>........] - ETA: 0s - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.2031
29/40 [====================>.........] - ETA: 0s - loss: 0.5581
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.2023
28/40 [====================>.........] - ETA: 0s - loss: 0.5605
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.2027
30/40 [=====================>........] - ETA: 0s - loss: 0.5573
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.2030
30/40 [=====================>........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.2021
28/40 [====================>.........] - ETA: 0s - loss: 0.5601
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.2023
28/40 [====================>.........] - ETA: 0s - loss: 0.5613
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.2030
27/40 [===================>..........] - ETA: 0s - loss: 0.5712
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.2024
30/40 [=====================>........] - ETA: 0s - loss: 0.5566
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.2026
29/40 [====================>.........] - ETA: 0s - loss: 0.5575
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.2024
29/40 [====================>.........] - ETA: 0s - loss: 0.5563
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.2024
28/40 [====================>.........] - ETA: 0s - loss: 0.5615
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.2029
30/40 [=====================>........] - ETA: 0s - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.2021
30/40 [=====================>........] - ETA: 0s - loss: 0.5560
40/40 [==============================] - 0s 2ms/step - loss: 0.5166
40/40 [==============================] - 0s 2ms/step - loss: 0.5166
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.2022
28/40 [====================>.........] - ETA: 0s - loss: 0.5611
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.2028
28/40 [====================>.........] - ETA: 0s - loss: 0.5618
40/40 [==============================] - 0s 2ms/step - loss: 0.5170
40/40 [==============================] - 0s 2ms/step - loss: 0.5170
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.2020
28/40 [====================>.........] - ETA: 0s - loss: 0.5602
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.2022
29/40 [====================>.........] - ETA: 0s - loss: 0.5568
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.2027
27/40 [===================>..........] - ETA: 0s - loss: 0.5707
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
40/40 [==============================] - 0s 2ms/step - loss: 0.5168
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 0.6054
31/40 [======================>.......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.9029
40/40 [==============================] - 0s 2ms/step - loss: 0.9029
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 0.5423
31/40 [======================>.......] - ETA: 0s - loss: 0.9183
40/40 [==============================] - 0s 2ms/step - loss: 0.8772
40/40 [==============================] - 0s 2ms/step - loss: 0.8772
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 0.4477
24/40 [=================>............] - ETA: 0s - loss: 0.6252
40/40 [==============================] - 0s 2ms/step - loss: 0.8484
40/40 [==============================] - 0s 2ms/step - loss: 0.8484
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 0.3012
28/40 [====================>.........] - ETA: 0s - loss: 0.7360
40/40 [==============================] - 0s 2ms/step - loss: 0.8067
40/40 [==============================] - 0s 2ms/step - loss: 0.8067
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 0.1911
25/40 [=================>............] - ETA: 0s - loss: 0.5329
40/40 [==============================] - 0s 2ms/step - loss: 0.7738
40/40 [==============================] - 0s 2ms/step - loss: 0.7738
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 0.1433
27/40 [===================>..........] - ETA: 0s - loss: 0.6149
40/40 [==============================] - 0s 2ms/step - loss: 0.7568
40/40 [==============================] - 0s 2ms/step - loss: 0.7568
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 0.1234
29/40 [====================>.........] - ETA: 0s - loss: 0.7123
40/40 [==============================] - 0s 2ms/step - loss: 0.7483
40/40 [==============================] - 0s 2ms/step - loss: 0.7483
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 0.1144
28/40 [====================>.........] - ETA: 0s - loss: 0.6468
40/40 [==============================] - 0s 2ms/step - loss: 0.7423
40/40 [==============================] - 0s 2ms/step - loss: 0.7423
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 0.1102
26/40 [==================>...........] - ETA: 0s - loss: 0.5496
40/40 [==============================] - 0s 2ms/step - loss: 0.7361
40/40 [==============================] - 0s 2ms/step - loss: 0.7361
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 0.1083
28/40 [====================>.........] - ETA: 0s - loss: 0.6332
40/40 [==============================] - 0s 2ms/step - loss: 0.7309
40/40 [==============================] - 0s 2ms/step - loss: 0.7309
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 0.1057
29/40 [====================>.........] - ETA: 0s - loss: 0.6808
40/40 [==============================] - 0s 2ms/step - loss: 0.7248
40/40 [==============================] - 0s 2ms/step - loss: 0.7248
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 0.1037
28/40 [====================>.........] - ETA: 0s - loss: 0.6184
40/40 [==============================] - 0s 2ms/step - loss: 0.7181
40/40 [==============================] - 0s 2ms/step - loss: 0.7181
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 0.1020
28/40 [====================>.........] - ETA: 0s - loss: 0.6114
40/40 [==============================] - 0s 2ms/step - loss: 0.7117
40/40 [==============================] - 0s 2ms/step - loss: 0.7117
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 0.1022
29/40 [====================>.........] - ETA: 0s - loss: 0.6558
40/40 [==============================] - 0s 2ms/step - loss: 0.7059
40/40 [==============================] - 0s 2ms/step - loss: 0.7059
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 0.1004
29/40 [====================>.........] - ETA: 0s - loss: 0.6475
40/40 [==============================] - 0s 2ms/step - loss: 0.6996
40/40 [==============================] - 0s 2ms/step - loss: 0.6996
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 0.0998
28/40 [====================>.........] - ETA: 0s - loss: 0.5899
40/40 [==============================] - 0s 2ms/step - loss: 0.6936
40/40 [==============================] - 0s 2ms/step - loss: 0.6936
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 0.0992
28/40 [====================>.........] - ETA: 0s - loss: 0.5819
40/40 [==============================] - 0s 2ms/step - loss: 0.6875
40/40 [==============================] - 0s 2ms/step - loss: 0.6875
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 0.0999
29/40 [====================>.........] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.6815
40/40 [==============================] - 0s 2ms/step - loss: 0.6815
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 0.1015
29/40 [====================>.........] - ETA: 0s - loss: 0.6140
40/40 [==============================] - 0s 2ms/step - loss: 0.6755
40/40 [==============================] - 0s 2ms/step - loss: 0.6755
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 0.1031
28/40 [====================>.........] - ETA: 0s - loss: 0.5564
40/40 [==============================] - 0s 2ms/step - loss: 0.6691
40/40 [==============================] - 0s 2ms/step - loss: 0.6691
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 0.1049
26/40 [==================>...........] - ETA: 0s - loss: 0.5056
40/40 [==============================] - 0s 2ms/step - loss: 0.6622
40/40 [==============================] - 0s 2ms/step - loss: 0.6622
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 0.1070
30/40 [=====================>........] - ETA: 0s - loss: 0.6437
40/40 [==============================] - 0s 2ms/step - loss: 0.6546
40/40 [==============================] - 0s 2ms/step - loss: 0.6546
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 0.1096
31/40 [======================>.......] - ETA: 0s - loss: 0.6747
40/40 [==============================] - 0s 2ms/step - loss: 0.6460
40/40 [==============================] - 0s 2ms/step - loss: 0.6460
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 0.1130
23/40 [================>.............] - ETA: 0s - loss: 0.3919
40/40 [==============================] - 0s 2ms/step - loss: 0.6360
40/40 [==============================] - 0s 2ms/step - loss: 0.6360
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 0.1179
28/40 [====================>.........] - ETA: 0s - loss: 0.4899
40/40 [==============================] - 0s 2ms/step - loss: 0.6246
40/40 [==============================] - 0s 2ms/step - loss: 0.6246
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 0.1242
31/40 [======================>.......] - ETA: 0s - loss: 0.6316
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 0.1297
28/40 [====================>.........] - ETA: 0s - loss: 0.4568
40/40 [==============================] - 0s 2ms/step - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6011
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 0.1341
28/40 [====================>.........] - ETA: 0s - loss: 0.4427
40/40 [==============================] - 0s 2ms/step - loss: 0.5906
40/40 [==============================] - 0s 2ms/step - loss: 0.5906
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 0.1370
28/40 [====================>.........] - ETA: 0s - loss: 0.4302
40/40 [==============================] - 0s 2ms/step - loss: 0.5812
40/40 [==============================] - 0s 2ms/step - loss: 0.5812
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 0.1383
29/40 [====================>.........] - ETA: 0s - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.5730
40/40 [==============================] - 0s 2ms/step - loss: 0.5730
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 0.1389
29/40 [====================>.........] - ETA: 0s - loss: 0.4584
40/40 [==============================] - 0s 2ms/step - loss: 0.5660
40/40 [==============================] - 0s 2ms/step - loss: 0.5660
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 0.1385
29/40 [====================>.........] - ETA: 0s - loss: 0.4499
40/40 [==============================] - 0s 2ms/step - loss: 0.5598
40/40 [==============================] - 0s 2ms/step - loss: 0.5598
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 0.1374
27/40 [===================>..........] - ETA: 0s - loss: 0.3801
40/40 [==============================] - 0s 2ms/step - loss: 0.5543
40/40 [==============================] - 0s 2ms/step - loss: 0.5543
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 0.1357
28/40 [====================>.........] - ETA: 0s - loss: 0.3896
40/40 [==============================] - 0s 2ms/step - loss: 0.5493
40/40 [==============================] - 0s 2ms/step - loss: 0.5493
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 0.1340
30/40 [=====================>........] - ETA: 0s - loss: 0.4960
40/40 [==============================] - 0s 2ms/step - loss: 0.5448
40/40 [==============================] - 0s 2ms/step - loss: 0.5448
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 0.1315
28/40 [====================>.........] - ETA: 0s - loss: 0.3785
40/40 [==============================] - 0s 2ms/step - loss: 0.5405
40/40 [==============================] - 0s 2ms/step - loss: 0.5405
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 0.1298
28/40 [====================>.........] - ETA: 0s - loss: 0.3738
40/40 [==============================] - 0s 2ms/step - loss: 0.5366
40/40 [==============================] - 0s 2ms/step - loss: 0.5366
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 0.1273
30/40 [=====================>........] - ETA: 0s - loss: 0.4797
40/40 [==============================] - 0s 2ms/step - loss: 0.5327
40/40 [==============================] - 0s 2ms/step - loss: 0.5327
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 0.1252
30/40 [=====================>........] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5291
40/40 [==============================] - 0s 2ms/step - loss: 0.5291
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 0.1220
30/40 [=====================>........] - ETA: 0s - loss: 0.4700
40/40 [==============================] - 0s 2ms/step - loss: 0.5254
40/40 [==============================] - 0s 2ms/step - loss: 0.5254
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 0.1203
29/40 [====================>.........] - ETA: 0s - loss: 0.3980
40/40 [==============================] - 0s 2ms/step - loss: 0.5220
40/40 [==============================] - 0s 2ms/step - loss: 0.5220
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 0.1175
30/40 [=====================>........] - ETA: 0s - loss: 0.4608
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch: 42
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Epoch: 43
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40/40 [==============================] - 0s 2ms/step - loss: 0.5121
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Epoch: 44
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40/40 [==============================] - 0s 2ms/step - loss: 0.5093
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Epoch: 45
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Epoch: 46
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40/40 [==============================] - 0s 2ms/step - loss: 0.5036
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Epoch: 47
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40/40 [==============================] - 0s 2ms/step - loss: 0.5008
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Epoch: 48
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40/40 [==============================] - 0s 2ms/step - loss: 0.4982
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Epoch: 49
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40/40 [==============================] - 0s 2ms/step - loss: 0.4955
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Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 0.1103
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40/40 [==============================] - 0s 2ms/step - loss: 0.4932
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Epoch: 51
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40/40 [==============================] - 0s 2ms/step - loss: 0.4906
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Epoch: 52
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40/40 [==============================] - 0s 2ms/step - loss: 0.4884
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Epoch: 53
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40/40 [==============================] - 0s 2ms/step - loss: 0.4860
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Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 0.1083
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40/40 [==============================] - 0s 2ms/step - loss: 0.4840
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Epoch: 55
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40/40 [==============================] - 0s 2ms/step - loss: 0.4817
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Epoch: 56
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40/40 [==============================] - 0s 2ms/step - loss: 0.4799
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Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 0.1067
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40/40 [==============================] - 0s 2ms/step - loss: 0.4778
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Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 0.1071
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40/40 [==============================] - 0s 2ms/step - loss: 0.4761
40/40 [==============================] - 0s 2ms/step - loss: 0.4761
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 0.1063
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40/40 [==============================] - 0s 2ms/step - loss: 0.4738
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Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 0.1067
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40/40 [==============================] - 0s 2ms/step - loss: 0.4726
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Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 0.1065
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40/40 [==============================] - 0s 2ms/step - loss: 0.4695
40/40 [==============================] - 0s 2ms/step - loss: 0.4695
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 0.1063
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40/40 [==============================] - 0s 2ms/step - loss: 0.4704
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Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 0.1065
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40/40 [==============================] - 0s 2ms/step - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.4653
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 0.1068
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40/40 [==============================] - 0s 2ms/step - loss: 0.4701
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Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 0.1063
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40/40 [==============================] - 0s 2ms/step - loss: 0.4619
40/40 [==============================] - 0s 2ms/step - loss: 0.4619
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 0.1070
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40/40 [==============================] - 0s 2ms/step - loss: 0.4690
40/40 [==============================] - 0s 2ms/step - loss: 0.4690
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 0.1070
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40/40 [==============================] - 0s 2ms/step - loss: 0.4603
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Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 0.1072
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40/40 [==============================] - 0s 2ms/step - loss: 0.4697
40/40 [==============================] - 0s 2ms/step - loss: 0.4697
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 0.1073
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40/40 [==============================] - 0s 2ms/step - loss: 0.4639
40/40 [==============================] - 0s 2ms/step - loss: 0.4639
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 0.1068
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40/40 [==============================] - 0s 2ms/step - loss: 0.4747
40/40 [==============================] - 0s 2ms/step - loss: 0.4747
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 0.1077
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40/40 [==============================] - 0s 2ms/step - loss: 0.4757
40/40 [==============================] - 0s 2ms/step - loss: 0.4757
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 0.1056
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40/40 [==============================] - 0s 2ms/step - loss: 0.4593
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Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 0.1103
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40/40 [==============================] - 0s 2ms/step - loss: 0.4536
40/40 [==============================] - 0s 2ms/step - loss: 0.4536
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 0.1082
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40/40 [==============================] - 0s 2ms/step - loss: 0.4627
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Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 0.1080
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40/40 [==============================] - 0s 2ms/step - loss: 0.4616
40/40 [==============================] - 0s 2ms/step - loss: 0.4616
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 0.1076
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40/40 [==============================] - 0s 2ms/step - loss: 0.4683
40/40 [==============================] - 0s 2ms/step - loss: 0.4683
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 0.1094
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40/40 [==============================] - 0s 2ms/step - loss: 0.4737
40/40 [==============================] - 0s 2ms/step - loss: 0.4737
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 0.1064
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40/40 [==============================] - 0s 2ms/step - loss: 0.4483
40/40 [==============================] - 0s 2ms/step - loss: 0.4483
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 0.1119
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40/40 [==============================] - 0s 2ms/step - loss: 0.4447
40/40 [==============================] - 0s 2ms/step - loss: 0.4447
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 0.1092
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40/40 [==============================] - 0s 2ms/step - loss: 0.4451
40/40 [==============================] - 0s 2ms/step - loss: 0.4451
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 0.1102
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40/40 [==============================] - 0s 2ms/step - loss: 0.4418
40/40 [==============================] - 0s 2ms/step - loss: 0.4418
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 0.1090
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40/40 [==============================] - 0s 2ms/step - loss: 0.4429
40/40 [==============================] - 0s 2ms/step - loss: 0.4429
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 0.1105
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40/40 [==============================] - 0s 2ms/step - loss: 0.4403
40/40 [==============================] - 0s 2ms/step - loss: 0.4403
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 0.1090
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40/40 [==============================] - 0s 2ms/step - loss: 0.4421
40/40 [==============================] - 0s 2ms/step - loss: 0.4421
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 0.1111
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40/40 [==============================] - 0s 2ms/step - loss: 0.4407
40/40 [==============================] - 0s 2ms/step - loss: 0.4407
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 0.1095
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40/40 [==============================] - 0s 2ms/step - loss: 0.4414
40/40 [==============================] - 0s 2ms/step - loss: 0.4414
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 0.1113
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40/40 [==============================] - 0s 2ms/step - loss: 0.4414
40/40 [==============================] - 0s 2ms/step - loss: 0.4414
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 0.1097
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40/40 [==============================] - 0s 2ms/step - loss: 0.4428
40/40 [==============================] - 0s 2ms/step - loss: 0.4428
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 0.1116
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40/40 [==============================] - 0s 2ms/step - loss: 0.4490
40/40 [==============================] - 0s 2ms/step - loss: 0.4490
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 0.1102
31/40 [======================>.......] - ETA: 0s - loss: 0.4384
40/40 [==============================] - 0s 2ms/step - loss: 0.4643
40/40 [==============================] - 0s 2ms/step - loss: 0.4643
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 0.1115
30/40 [=====================>........] - ETA: 0s - loss: 0.4210
40/40 [==============================] - 0s 2ms/step - loss: 0.4887
40/40 [==============================] - 0s 2ms/step - loss: 0.4887
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 0.1073
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40/40 [==============================] - 0s 2ms/step - loss: 0.4303
40/40 [==============================] - 0s 2ms/step - loss: 0.4303
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 0.1168
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40/40 [==============================] - 0s 2ms/step - loss: 0.4311
40/40 [==============================] - 0s 2ms/step - loss: 0.4311
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 0.1132
29/40 [====================>.........] - ETA: 0s - loss: 0.2763
40/40 [==============================] - 0s 2ms/step - loss: 0.4251
40/40 [==============================] - 0s 2ms/step - loss: 0.4251
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 0.1140
30/40 [=====================>........] - ETA: 0s - loss: 0.3653
40/40 [==============================] - 0s 2ms/step - loss: 0.4469
40/40 [==============================] - 0s 2ms/step - loss: 0.4469
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 0.1115
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40/40 [==============================] - 0s 2ms/step - loss: 0.4610
40/40 [==============================] - 0s 2ms/step - loss: 0.4610
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 0.1116
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40/40 [==============================] - 0s 2ms/step - loss: 0.4321
40/40 [==============================] - 0s 2ms/step - loss: 0.4321
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 0.1155
27/40 [===================>..........] - ETA: 0s - loss: 0.2635
40/40 [==============================] - 0s 2ms/step - loss: 0.4382
40/40 [==============================] - 0s 2ms/step - loss: 0.4382
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 0.1150
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40/40 [==============================] - 0s 2ms/step - loss: 0.4585
40/40 [==============================] - 0s 2ms/step - loss: 0.4585
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 0.1138
27/40 [===================>..........] - ETA: 0s - loss: 0.3273
40/40 [==============================] - 0s 2ms/step - loss: 0.4913
40/40 [==============================] - 0s 2ms/step - loss: 0.4913
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 0.1104
28/40 [====================>.........] - ETA: 0s - loss: 0.2517
40/40 [==============================] - 0s 2ms/step - loss: 0.4137
40/40 [==============================] - 0s 2ms/step - loss: 0.4137
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 0.1224
27/40 [===================>..........] - ETA: 0s - loss: 0.2412
40/40 [==============================] - 0s 2ms/step - loss: 0.4156
40/40 [==============================] - 0s 2ms/step - loss: 0.4156
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 0.1181
29/40 [====================>.........] - ETA: 0s - loss: 0.2763
40/40 [==============================] - 0s 2ms/step - loss: 0.4155
40/40 [==============================] - 0s 2ms/step - loss: 0.4155
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 0.1191
27/40 [===================>..........] - ETA: 0s - loss: 0.2727
40/40 [==============================] - 0s 2ms/step - loss: 0.4355
40/40 [==============================] - 0s 2ms/step - loss: 0.4355
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 0.1165
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40/40 [==============================] - 0s 2ms/step - loss: 0.4555
40/40 [==============================] - 0s 2ms/step - loss: 0.4555
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 0.1166
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40/40 [==============================] - 0s 2ms/step - loss: 0.4227
40/40 [==============================] - 0s 2ms/step - loss: 0.4227
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 0.1200
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40/40 [==============================] - 0s 2ms/step - loss: 0.4400
40/40 [==============================] - 0s 2ms/step - loss: 0.4400
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 0.1192
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40/40 [==============================] - 0s 2ms/step - loss: 0.4371
40/40 [==============================] - 0s 2ms/step - loss: 0.4371
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 0.1189
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40/40 [==============================] - 0s 2ms/step - loss: 0.4787
40/40 [==============================] - 0s 2ms/step - loss: 0.4787
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 0.1153
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40/40 [==============================] - 0s 2ms/step - loss: 0.4096
40/40 [==============================] - 0s 2ms/step - loss: 0.4096
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 0.1248
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40/40 [==============================] - 0s 2ms/step - loss: 0.4196
40/40 [==============================] - 0s 2ms/step - loss: 0.4196
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 0.1218
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40/40 [==============================] - 0s 2ms/step - loss: 0.4103
40/40 [==============================] - 0s 2ms/step - loss: 0.4103
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 0.1217
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40/40 [==============================] - 0s 2ms/step - loss: 0.4222
40/40 [==============================] - 0s 2ms/step - loss: 0.4222
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 0.1211
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40/40 [==============================] - 0s 2ms/step - loss: 0.4118
40/40 [==============================] - 0s 2ms/step - loss: 0.4118
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 0.1243
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40/40 [==============================] - 0s 2ms/step - loss: 0.4260
40/40 [==============================] - 0s 2ms/step - loss: 0.4260
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 0.1240
27/40 [===================>..........] - ETA: 0s - loss: 0.2727
40/40 [==============================] - 0s 2ms/step - loss: 0.4271
40/40 [==============================] - 0s 2ms/step - loss: 0.4271
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 0.1222
30/40 [=====================>........] - ETA: 0s - loss: 0.4043
40/40 [==============================] - 0s 2ms/step - loss: 0.4768
40/40 [==============================] - 0s 2ms/step - loss: 0.4768
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 0.1194
30/40 [=====================>........] - ETA: 0s - loss: 0.3121
40/40 [==============================] - 0s 2ms/step - loss: 0.4080
40/40 [==============================] - 0s 2ms/step - loss: 0.4080
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 0.1294
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40/40 [==============================] - 0s 2ms/step - loss: 0.4189
40/40 [==============================] - 0s 2ms/step - loss: 0.4189
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 0.1269
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40/40 [==============================] - 0s 2ms/step - loss: 0.4087
40/40 [==============================] - 0s 2ms/step - loss: 0.4087
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 0.1259
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40/40 [==============================] - 0s 2ms/step - loss: 0.4227
40/40 [==============================] - 0s 2ms/step - loss: 0.4227
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 0.1273
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40/40 [==============================] - 0s 2ms/step - loss: 0.4276
40/40 [==============================] - 0s 2ms/step - loss: 0.4276
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 0.1248
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40/40 [==============================] - 0s 2ms/step - loss: 0.5093
40/40 [==============================] - 0s 2ms/step - loss: 0.5093
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 0.1165
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40/40 [==============================] - 0s 2ms/step - loss: 0.4060
40/40 [==============================] - 0s 2ms/step - loss: 0.4060
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 0.1323
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40/40 [==============================] - 0s 2ms/step - loss: 0.4574
40/40 [==============================] - 0s 2ms/step - loss: 0.4574
Epoch: 126
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40/40 [==============================] - 0s 2ms/step - loss: 0.5704
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Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 0.1097
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40/40 [==============================] - 0s 2ms/step - loss: 0.4803
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Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 0.1282
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40/40 [==============================] - 0s 2ms/step - loss: 0.3998
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Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 0.1313
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40/40 [==============================] - 0s 2ms/step - loss: 0.4141
40/40 [==============================] - 0s 2ms/step - loss: 0.4141
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 0.1295
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40/40 [==============================] - 0s 2ms/step - loss: 0.3978
40/40 [==============================] - 0s 2ms/step - loss: 0.3978
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 0.1318
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40/40 [==============================] - 0s 2ms/step - loss: 0.4113
40/40 [==============================] - 0s 2ms/step - loss: 0.4113
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 0.1305
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40/40 [==============================] - 0s 2ms/step - loss: 0.4017
40/40 [==============================] - 0s 2ms/step - loss: 0.4017
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 0.1322
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40/40 [==============================] - 0s 2ms/step - loss: 0.4279
40/40 [==============================] - 0s 2ms/step - loss: 0.4279
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 0.1334
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40/40 [==============================] - 0s 2ms/step - loss: 0.4632
40/40 [==============================] - 0s 2ms/step - loss: 0.4632
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 0.1198
27/40 [===================>..........] - ETA: 0s - loss: 0.4465
40/40 [==============================] - 0s 2ms/step - loss: 0.5765
40/40 [==============================] - 0s 2ms/step - loss: 0.5765
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 0.1108
28/40 [====================>.........] - ETA: 0s - loss: 0.3640
40/40 [==============================] - 0s 2ms/step - loss: 0.4879
40/40 [==============================] - 0s 2ms/step - loss: 0.4879
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 0.1262
29/40 [====================>.........] - ETA: 0s - loss: 0.2785
40/40 [==============================] - 0s 2ms/step - loss: 0.3936
40/40 [==============================] - 0s 2ms/step - loss: 0.3936
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 0.1351
27/40 [===================>..........] - ETA: 0s - loss: 0.2584
40/40 [==============================] - 0s 2ms/step - loss: 0.4050
40/40 [==============================] - 0s 2ms/step - loss: 0.4050
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 0.1326
27/40 [===================>..........] - ETA: 0s - loss: 0.2566
40/40 [==============================] - 0s 2ms/step - loss: 0.4003
40/40 [==============================] - 0s 2ms/step - loss: 0.4003
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 0.1352
26/40 [==================>...........] - ETA: 0s - loss: 0.3110
40/40 [==============================] - 0s 2ms/step - loss: 0.4525
40/40 [==============================] - 0s 2ms/step - loss: 0.4525
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 0.1261
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40/40 [==============================] - 0s 2ms/step - loss: 0.3915
40/40 [==============================] - 0s 2ms/step - loss: 0.3915
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 0.1354
26/40 [==================>...........] - ETA: 0s - loss: 0.2613
40/40 [==============================] - 0s 2ms/step - loss: 0.4068
40/40 [==============================] - 0s 2ms/step - loss: 0.4068
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 0.1362
28/40 [====================>.........] - ETA: 0s - loss: 0.3896
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 0.1201
26/40 [==================>...........] - ETA: 0s - loss: 0.2545
40/40 [==============================] - 0s 2ms/step - loss: 0.4024
40/40 [==============================] - 0s 2ms/step - loss: 0.4024
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 0.1298
29/40 [====================>.........] - ETA: 0s - loss: 0.2908
40/40 [==============================] - 0s 2ms/step - loss: 0.4015
40/40 [==============================] - 0s 2ms/step - loss: 0.4015
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 0.1358
28/40 [====================>.........] - ETA: 0s - loss: 0.3466
40/40 [==============================] - 0s 2ms/step - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.4682
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 0.1261
28/40 [====================>.........] - ETA: 0s - loss: 0.2774
40/40 [==============================] - 0s 2ms/step - loss: 0.4044
40/40 [==============================] - 0s 2ms/step - loss: 0.4044
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 0.1367
27/40 [===================>..........] - ETA: 0s - loss: 0.3731
40/40 [==============================] - 0s 2ms/step - loss: 0.4978
40/40 [==============================] - 0s 2ms/step - loss: 0.4978
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 0.1223
29/40 [====================>.........] - ETA: 0s - loss: 0.2822
40/40 [==============================] - 0s 2ms/step - loss: 0.3888
40/40 [==============================] - 0s 2ms/step - loss: 0.3888
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 0.1323
27/40 [===================>..........] - ETA: 0s - loss: 0.3829
40/40 [==============================] - 0s 2ms/step - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.4672
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 0.1279
29/40 [====================>.........] - ETA: 0s - loss: 0.4381
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 0.1137
29/40 [====================>.........] - ETA: 0s - loss: 0.2866
40/40 [==============================] - 0s 2ms/step - loss: 0.3850
40/40 [==============================] - 0s 2ms/step - loss: 0.3850
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 0.1322
29/40 [====================>.........] - ETA: 0s - loss: 0.2857
40/40 [==============================] - 0s 2ms/step - loss: 0.3863
40/40 [==============================] - 0s 2ms/step - loss: 0.3863
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 0.1286
28/40 [====================>.........] - ETA: 0s - loss: 0.2710
40/40 [==============================] - 0s 2ms/step - loss: 0.3880
40/40 [==============================] - 0s 2ms/step - loss: 0.3880
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 0.1310
28/40 [====================>.........] - ETA: 0s - loss: 0.2719
40/40 [==============================] - 0s 2ms/step - loss: 0.3936
40/40 [==============================] - 0s 2ms/step - loss: 0.3936
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 0.1031
29/40 [====================>.........] - ETA: 0s - loss: 0.4024
40/40 [==============================] - 0s 2ms/step - loss: 0.4606
40/40 [==============================] - 0s 2ms/step - loss: 0.4606
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 0.1274
24/40 [=================>............] - ETA: 0s - loss: 0.4045
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 0.1036
27/40 [===================>..........] - ETA: 0s - loss: 0.2711
40/40 [==============================] - 0s 2ms/step - loss: 0.4001
40/40 [==============================] - 0s 2ms/step - loss: 0.4001
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 0.2074
24/40 [=================>............] - ETA: 0s - loss: 0.3983
40/40 [==============================] - 0s 2ms/step - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.4698
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 0.1219
28/40 [====================>.........] - ETA: 0s - loss: 0.4298
40/40 [==============================] - 0s 2ms/step - loss: 0.5439
40/40 [==============================] - 0s 2ms/step - loss: 0.5439
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 0.1443
25/40 [=================>............] - ETA: 0s - loss: 0.2849
40/40 [==============================] - 0s 2ms/step - loss: 0.4165
40/40 [==============================] - 0s 2ms/step - loss: 0.4165
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 0.1246
22/40 [===============>..............] - ETA: 0s - loss: 0.2642
40/40 [==============================] - 0s 2ms/step - loss: 0.6403
40/40 [==============================] - 0s 2ms/step - loss: 0.6403
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 0.1367
27/40 [===================>..........] - ETA: 0s - loss: 0.2780
40/40 [==============================] - 0s 2ms/step - loss: 0.3987
40/40 [==============================] - 0s 2ms/step - loss: 0.3987
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 1.0967
26/40 [==================>...........] - ETA: 0s - loss: 0.3911
40/40 [==============================] - 0s 2ms/step - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.4698
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 0.1225
29/40 [====================>.........] - ETA: 0s - loss: 0.7262
40/40 [==============================] - 0s 2ms/step - loss: 0.7598
40/40 [==============================] - 0s 2ms/step - loss: 0.7598
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 0.1029
28/40 [====================>.........] - ETA: 0s - loss: 0.6660
40/40 [==============================] - 0s 2ms/step - loss: 0.7616
40/40 [==============================] - 0s 2ms/step - loss: 0.7616
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 0.1018
26/40 [==================>...........] - ETA: 0s - loss: 0.5487
40/40 [==============================] - 0s 2ms/step - loss: 0.7577
40/40 [==============================] - 0s 2ms/step - loss: 0.7577
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 0.1043
27/40 [===================>..........] - ETA: 0s - loss: 0.5960
40/40 [==============================] - 0s 2ms/step - loss: 0.7382
40/40 [==============================] - 0s 2ms/step - loss: 0.7382
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 0.1220
28/40 [====================>.........] - ETA: 0s - loss: 0.4040
40/40 [==============================] - 0s 2ms/step - loss: 0.5065
40/40 [==============================] - 0s 2ms/step - loss: 0.5065
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 0.9107
27/40 [===================>..........] - ETA: 0s - loss: 0.3302
40/40 [==============================] - 0s 2ms/step - loss: 0.4282
40/40 [==============================] - 0s 2ms/step - loss: 0.4282
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 0.1129
27/40 [===================>..........] - ETA: 0s - loss: 0.5519
40/40 [==============================] - 0s 2ms/step - loss: 0.6841
40/40 [==============================] - 0s 2ms/step - loss: 0.6841
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 0.1740
25/40 [=================>............] - ETA: 0s - loss: 0.3093
40/40 [==============================] - 0s 2ms/step - loss: 0.4388
40/40 [==============================] - 0s 2ms/step - loss: 0.4388
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 1.0845
29/40 [====================>.........] - ETA: 0s - loss: 0.4251
40/40 [==============================] - 0s 2ms/step - loss: 0.4618
40/40 [==============================] - 0s 2ms/step - loss: 0.4618
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 0.1044
29/40 [====================>.........] - ETA: 0s - loss: 0.6285
40/40 [==============================] - 0s 2ms/step - loss: 0.6886
40/40 [==============================] - 0s 2ms/step - loss: 0.6886
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 0.1877
19/40 [=============>................] - ETA: 0s - loss: 0.1901
40/40 [==============================] - 0s 2ms/step - loss: 0.4720
40/40 [==============================] - 0s 2ms/step - loss: 0.4720
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 0.7419
24/40 [=================>............] - ETA: 0s - loss: 0.2753
40/40 [==============================] - 0s 2ms/step - loss: 0.4024
40/40 [==============================] - 0s 2ms/step - loss: 0.4024
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 0.1158
26/40 [==================>...........] - ETA: 0s - loss: 0.3782
40/40 [==============================] - 0s 2ms/step - loss: 0.4838
40/40 [==============================] - 0s 2ms/step - loss: 0.4838
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 0.5580
27/40 [===================>..........] - ETA: 0s - loss: 0.2868
40/40 [==============================] - 0s 2ms/step - loss: 0.3915
40/40 [==============================] - 0s 2ms/step - loss: 0.3915
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 0.1629
29/40 [====================>.........] - ETA: 0s - loss: 0.3371
40/40 [==============================] - 0s 2ms/step - loss: 0.4219
40/40 [==============================] - 0s 2ms/step - loss: 0.4219
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 0.9562
27/40 [===================>..........] - ETA: 0s - loss: 0.3543
40/40 [==============================] - 0s 2ms/step - loss: 0.4283
40/40 [==============================] - 0s 2ms/step - loss: 0.4283
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 0.1143
30/40 [=====================>........] - ETA: 0s - loss: 0.7392
40/40 [==============================] - 0s 2ms/step - loss: 0.7279
40/40 [==============================] - 0s 2ms/step - loss: 0.7279
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 0.1265
29/40 [====================>.........] - ETA: 0s - loss: 0.4402
40/40 [==============================] - 0s 2ms/step - loss: 0.5258
40/40 [==============================] - 0s 2ms/step - loss: 0.5258
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 0.4741
29/40 [====================>.........] - ETA: 0s - loss: 0.3239
40/40 [==============================] - 0s 2ms/step - loss: 0.4000
40/40 [==============================] - 0s 2ms/step - loss: 0.4000
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 0.4615
29/40 [====================>.........] - ETA: 0s - loss: 0.3125
40/40 [==============================] - 0s 2ms/step - loss: 0.3828
40/40 [==============================] - 0s 2ms/step - loss: 0.3828
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 0.4494
29/40 [====================>.........] - ETA: 0s - loss: 0.3086
40/40 [==============================] - 0s 2ms/step - loss: 0.3746
40/40 [==============================] - 0s 2ms/step - loss: 0.3746
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 0.1915
28/40 [====================>.........] - ETA: 0s - loss: 0.2991
40/40 [==============================] - 0s 2ms/step - loss: 0.3938
40/40 [==============================] - 0s 2ms/step - loss: 0.3938
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 0.4716
28/40 [====================>.........] - ETA: 0s - loss: 0.2911
40/40 [==============================] - 0s 2ms/step - loss: 0.3730
40/40 [==============================] - 0s 2ms/step - loss: 0.3730
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 0.1621
29/40 [====================>.........] - ETA: 0s - loss: 0.3071
40/40 [==============================] - 0s 2ms/step - loss: 0.3761
40/40 [==============================] - 0s 2ms/step - loss: 0.3761
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 0.6571
29/40 [====================>.........] - ETA: 0s - loss: 0.3248
40/40 [==============================] - 0s 2ms/step - loss: 0.3824
40/40 [==============================] - 0s 2ms/step - loss: 0.3824
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 0.1091
29/40 [====================>.........] - ETA: 0s - loss: 0.4169
40/40 [==============================] - 0s 2ms/step - loss: 0.4951
40/40 [==============================] - 0s 2ms/step - loss: 0.4951
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 0.1589
26/40 [==================>...........] - ETA: 0s - loss: 0.2613
40/40 [==============================] - 0s 2ms/step - loss: 0.3612
40/40 [==============================] - 0s 2ms/step - loss: 0.3612
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 0.1360
27/40 [===================>..........] - ETA: 0s - loss: 0.2686
40/40 [==============================] - 0s 2ms/step - loss: 0.3632
40/40 [==============================] - 0s 2ms/step - loss: 0.3632
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 0.2378
29/40 [====================>.........] - ETA: 0s - loss: 0.3159
40/40 [==============================] - 0s 2ms/step - loss: 0.3754
40/40 [==============================] - 0s 2ms/step - loss: 0.3754
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 0.1256
27/40 [===================>..........] - ETA: 0s - loss: 0.4325
40/40 [==============================] - 0s 2ms/step - loss: 0.5340
40/40 [==============================] - 0s 2ms/step - loss: 0.5340
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 0.1079
29/40 [====================>.........] - ETA: 0s - loss: 0.3156
40/40 [==============================] - 0s 2ms/step - loss: 0.3831
40/40 [==============================] - 0s 2ms/step - loss: 0.3831
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 0.3798
30/40 [=====================>........] - ETA: 0s - loss: 0.3232
40/40 [==============================] - 0s 2ms/step - loss: 0.3706
40/40 [==============================] - 0s 2ms/step - loss: 0.3706
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 0.1029
30/40 [=====================>........] - ETA: 0s - loss: 0.3764
40/40 [==============================] - 0s 2ms/step - loss: 0.4376
40/40 [==============================] - 0s 2ms/step - loss: 0.4376
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 0.2968
28/40 [====================>.........] - ETA: 0s - loss: 0.2894
40/40 [==============================] - 0s 2ms/step - loss: 0.3670
40/40 [==============================] - 0s 2ms/step - loss: 0.3670
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 0.1012
23/40 [================>.............] - ETA: 0s - loss: 0.2810
40/40 [==============================] - 0s 2ms/step - loss: 0.4229
40/40 [==============================] - 0s 2ms/step - loss: 0.4229
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 0.2533
20/40 [==============>...............] - ETA: 0s - loss: 0.2014
40/40 [==============================] - 0s 2ms/step - loss: 0.3669
40/40 [==============================] - 0s 3ms/step - loss: 0.3669
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 0.1137
23/40 [================>.............] - ETA: 0s - loss: 0.3113
40/40 [==============================] - 0s 2ms/step - loss: 0.4635
40/40 [==============================] - 0s 2ms/step - loss: 0.4635
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 0.1416
26/40 [==================>...........] - ETA: 0s - loss: 0.2670
40/40 [==============================] - 0s 2ms/step - loss: 0.3596
40/40 [==============================] - 0s 2ms/step - loss: 0.3596
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 0.1066
28/40 [====================>.........] - ETA: 0s - loss: 0.2959
40/40 [==============================] - 0s 2ms/step - loss: 0.3740
40/40 [==============================] - 0s 2ms/step - loss: 0.3740
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 0.1488
28/40 [====================>.........] - ETA: 0s - loss: 0.2912
40/40 [==============================] - 0s 2ms/step - loss: 0.3662
40/40 [==============================] - 0s 2ms/step - loss: 0.3662
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 0.1189
29/40 [====================>.........] - ETA: 0s - loss: 0.4041
40/40 [==============================] - 0s 2ms/step - loss: 0.4827
40/40 [==============================] - 0s 2ms/step - loss: 0.4827
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 0.1022
27/40 [===================>..........] - ETA: 0s - loss: 0.2924
40/40 [==============================] - 0s 2ms/step - loss: 0.3788
40/40 [==============================] - 0s 2ms/step - loss: 0.3788
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 0.1507
27/40 [===================>..........] - ETA: 0s - loss: 0.3430
40/40 [==============================] - 0s 2ms/step - loss: 0.4073
40/40 [==============================] - 0s 2ms/step - loss: 0.4073
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 0.1209
28/40 [====================>.........] - ETA: 0s - loss: 0.6097
40/40 [==============================] - 0s 2ms/step - loss: 0.7223
40/40 [==============================] - 0s 2ms/step - loss: 0.7223
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 0.1087
26/40 [==================>...........] - ETA: 0s - loss: 0.4430
40/40 [==============================] - 0s 2ms/step - loss: 0.5344
40/40 [==============================] - 0s 2ms/step - loss: 0.5344
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 0.1072
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40/40 [==============================] - 0s 2ms/step - loss: 0.4105
40/40 [==============================] - 0s 2ms/step - loss: 0.4105
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 0.2372
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40/40 [==============================] - 0s 2ms/step - loss: 0.3615
40/40 [==============================] - 0s 2ms/step - loss: 0.3615
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 0.1011
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40/40 [==============================] - 0s 2ms/step - loss: 0.3881
40/40 [==============================] - 0s 2ms/step - loss: 0.3881
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 0.1584
27/40 [===================>..........] - ETA: 0s - loss: 0.2982
40/40 [==============================] - 0s 2ms/step - loss: 0.3738
40/40 [==============================] - 0s 2ms/step - loss: 0.3738
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.1226
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40/40 [==============================] - 0s 2ms/step - loss: 0.6177
40/40 [==============================] - 0s 2ms/step - loss: 0.6177
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.1046
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40/40 [==============================] - 0s 2ms/step - loss: 0.4740
40/40 [==============================] - 0s 2ms/step - loss: 0.4740
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.1164
27/40 [===================>..........] - ETA: 0s - loss: 0.2937
40/40 [==============================] - 0s 2ms/step - loss: 0.3777
40/40 [==============================] - 0s 2ms/step - loss: 0.3777
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.2422
26/40 [==================>...........] - ETA: 0s - loss: 0.2772
40/40 [==============================] - 0s 2ms/step - loss: 0.3617
40/40 [==============================] - 0s 2ms/step - loss: 0.3617
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.1129
29/40 [====================>.........] - ETA: 0s - loss: 0.3778
40/40 [==============================] - 0s 2ms/step - loss: 0.4397
40/40 [==============================] - 0s 2ms/step - loss: 0.4397
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.1142
29/40 [====================>.........] - ETA: 0s - loss: 0.3116
40/40 [==============================] - 0s 2ms/step - loss: 0.3640
40/40 [==============================] - 0s 2ms/step - loss: 0.3640
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.1155
28/40 [====================>.........] - ETA: 0s - loss: 0.4179
40/40 [==============================] - 0s 2ms/step - loss: 0.5017
40/40 [==============================] - 0s 2ms/step - loss: 0.5017
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.1058
28/40 [====================>.........] - ETA: 0s - loss: 0.2799
40/40 [==============================] - 0s 2ms/step - loss: 0.3531
40/40 [==============================] - 0s 2ms/step - loss: 0.3531
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.1007
29/40 [====================>.........] - ETA: 0s - loss: 0.2958
40/40 [==============================] - 0s 2ms/step - loss: 0.3542
40/40 [==============================] - 0s 2ms/step - loss: 0.3542
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.1039
28/40 [====================>.........] - ETA: 0s - loss: 0.2879
40/40 [==============================] - 0s 2ms/step - loss: 0.3591
40/40 [==============================] - 0s 2ms/step - loss: 0.3591
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.1158
29/40 [====================>.........] - ETA: 0s - loss: 0.3889
40/40 [==============================] - 0s 2ms/step - loss: 0.4479
40/40 [==============================] - 0s 2ms/step - loss: 0.4479
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.1043
29/40 [====================>.........] - ETA: 0s - loss: 0.2969
40/40 [==============================] - 0s 2ms/step - loss: 0.3513
40/40 [==============================] - 0s 2ms/step - loss: 0.3513
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.1026
29/40 [====================>.........] - ETA: 0s - loss: 0.3014
40/40 [==============================] - 0s 2ms/step - loss: 0.3551
40/40 [==============================] - 0s 2ms/step - loss: 0.3551
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.1119
27/40 [===================>..........] - ETA: 0s - loss: 0.3115
40/40 [==============================] - 0s 2ms/step - loss: 0.3891
40/40 [==============================] - 0s 2ms/step - loss: 0.3891
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.1147
26/40 [==================>...........] - ETA: 0s - loss: 0.3042
40/40 [==============================] - 0s 2ms/step - loss: 0.3787
40/40 [==============================] - 0s 2ms/step - loss: 0.3787
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.1196
28/40 [====================>.........] - ETA: 0s - loss: 0.5894
40/40 [==============================] - 0s 2ms/step - loss: 0.7066
40/40 [==============================] - 0s 2ms/step - loss: 0.7066
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.1127
26/40 [==================>...........] - ETA: 0s - loss: 0.4998
40/40 [==============================] - 0s 2ms/step - loss: 0.6070
40/40 [==============================] - 0s 2ms/step - loss: 0.6070
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.1097
27/40 [===================>..........] - ETA: 0s - loss: 0.4379
40/40 [==============================] - 0s 2ms/step - loss: 0.5219
40/40 [==============================] - 0s 2ms/step - loss: 0.5219
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.1110
28/40 [====================>.........] - ETA: 0s - loss: 0.3711
40/40 [==============================] - 0s 2ms/step - loss: 0.4368
40/40 [==============================] - 0s 2ms/step - loss: 0.4368
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.1407
23/40 [================>.............] - ETA: 0s - loss: 0.2394
40/40 [==============================] - 0s 2ms/step - loss: 0.3540
40/40 [==============================] - 0s 2ms/step - loss: 0.3540
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.1042
29/40 [====================>.........] - ETA: 0s - loss: 0.2995
40/40 [==============================] - 0s 2ms/step - loss: 0.3520
40/40 [==============================] - 0s 2ms/step - loss: 0.3520
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.1009
29/40 [====================>.........] - ETA: 0s - loss: 0.3473
40/40 [==============================] - 0s 2ms/step - loss: 0.3862
40/40 [==============================] - 0s 2ms/step - loss: 0.3862
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.1231
28/40 [====================>.........] - ETA: 0s - loss: 0.6505
40/40 [==============================] - 0s 2ms/step - loss: 0.7518
40/40 [==============================] - 0s 2ms/step - loss: 0.7518
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.1135
28/40 [====================>.........] - ETA: 0s - loss: 0.5076
40/40 [==============================] - 0s 2ms/step - loss: 0.6049
40/40 [==============================] - 0s 2ms/step - loss: 0.6049
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.1194
28/40 [====================>.........] - ETA: 0s - loss: 0.4451
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
40/40 [==============================] - 0s 2ms/step - loss: 0.5227
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.1129
29/40 [====================>.........] - ETA: 0s - loss: 0.4042
40/40 [==============================] - 0s 2ms/step - loss: 0.4613
40/40 [==============================] - 0s 2ms/step - loss: 0.4613
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.1159
28/40 [====================>.........] - ETA: 0s - loss: 0.3140
40/40 [==============================] - 0s 2ms/step - loss: 0.3794
40/40 [==============================] - 0s 2ms/step - loss: 0.3794
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.1434
26/40 [==================>...........] - ETA: 0s - loss: 0.2773
40/40 [==============================] - 0s 2ms/step - loss: 0.3704
40/40 [==============================] - 0s 2ms/step - loss: 0.3704
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.1043
28/40 [====================>.........] - ETA: 0s - loss: 0.3629
40/40 [==============================] - 0s 2ms/step - loss: 0.4213
40/40 [==============================] - 0s 2ms/step - loss: 0.4213
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.1285
28/40 [====================>.........] - ETA: 0s - loss: 0.3031
40/40 [==============================] - 0s 2ms/step - loss: 0.3781
40/40 [==============================] - 0s 2ms/step - loss: 0.3781
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.1063
27/40 [===================>..........] - ETA: 0s - loss: 0.4557
40/40 [==============================] - 0s 2ms/step - loss: 0.5417
40/40 [==============================] - 0s 2ms/step - loss: 0.5417
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.1124
28/40 [====================>.........] - ETA: 0s - loss: 0.3661
40/40 [==============================] - 0s 2ms/step - loss: 0.4240
40/40 [==============================] - 0s 2ms/step - loss: 0.4240
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.1701
30/40 [=====================>........] - ETA: 0s - loss: 0.3183
40/40 [==============================] - 0s 2ms/step - loss: 0.3697
40/40 [==============================] - 0s 2ms/step - loss: 0.3697
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.1017
30/40 [=====================>........] - ETA: 0s - loss: 0.3156
40/40 [==============================] - 0s 2ms/step - loss: 0.3651
40/40 [==============================] - 0s 2ms/step - loss: 0.3651
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.1013
27/40 [===================>..........] - ETA: 0s - loss: 0.3491
40/40 [==============================] - 0s 2ms/step - loss: 0.4273
40/40 [==============================] - 0s 2ms/step - loss: 0.4273
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.1157
28/40 [====================>.........] - ETA: 0s - loss: 0.5415
40/40 [==============================] - 0s 2ms/step - loss: 0.6395
40/40 [==============================] - 0s 2ms/step - loss: 0.6395
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 0.3533
32/40 [=======================>......] - ETA: 0s - loss: 0.6160
40/40 [==============================] - 0s 2ms/step - loss: 0.6264
40/40 [==============================] - 0s 2ms/step - loss: 0.6264
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 0.3480
30/40 [=====================>........] - ETA: 0s - loss: 0.6349
40/40 [==============================] - 0s 2ms/step - loss: 0.6204
40/40 [==============================] - 0s 2ms/step - loss: 0.6204
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 0.3474
29/40 [====================>.........] - ETA: 0s - loss: 0.6470
40/40 [==============================] - 0s 2ms/step - loss: 0.6192
40/40 [==============================] - 0s 2ms/step - loss: 0.6192
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 0.3460
30/40 [=====================>........] - ETA: 0s - loss: 0.6293
40/40 [==============================] - 0s 2ms/step - loss: 0.6189
40/40 [==============================] - 0s 2ms/step - loss: 0.6189
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 0.3443
29/40 [====================>.........] - ETA: 0s - loss: 0.6427
40/40 [==============================] - 0s 2ms/step - loss: 0.6185
40/40 [==============================] - 0s 2ms/step - loss: 0.6185
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 0.3430
28/40 [====================>.........] - ETA: 0s - loss: 0.6525
40/40 [==============================] - 0s 2ms/step - loss: 0.6182
40/40 [==============================] - 0s 2ms/step - loss: 0.6182
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 0.3416
28/40 [====================>.........] - ETA: 0s - loss: 0.6507
40/40 [==============================] - 0s 2ms/step - loss: 0.6176
40/40 [==============================] - 0s 2ms/step - loss: 0.6176
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 0.3405
28/40 [====================>.........] - ETA: 0s - loss: 0.6490
40/40 [==============================] - 0s 2ms/step - loss: 0.6172
40/40 [==============================] - 0s 2ms/step - loss: 0.6172
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 0.3391
29/40 [====================>.........] - ETA: 0s - loss: 0.6362
40/40 [==============================] - 0s 2ms/step - loss: 0.6160
40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 0.3390
27/40 [===================>..........] - ETA: 0s - loss: 0.6582
40/40 [==============================] - 0s 2ms/step - loss: 0.6160
40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 0.3379
27/40 [===================>..........] - ETA: 0s - loss: 0.6581
40/40 [==============================] - 0s 2ms/step - loss: 0.6169
40/40 [==============================] - 0s 2ms/step - loss: 0.6169
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 0.3366
28/40 [====================>.........] - ETA: 0s - loss: 0.6462
40/40 [==============================] - 0s 2ms/step - loss: 0.6170
40/40 [==============================] - 0s 2ms/step - loss: 0.6170
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 0.3358
29/40 [====================>.........] - ETA: 0s - loss: 0.6329
40/40 [==============================] - 0s 2ms/step - loss: 0.6171
40/40 [==============================] - 0s 2ms/step - loss: 0.6171
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 0.3345
29/40 [====================>.........] - ETA: 0s - loss: 0.6320
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 0.3336
29/40 [====================>.........] - ETA: 0s - loss: 0.6298
40/40 [==============================] - 0s 2ms/step - loss: 0.6155
40/40 [==============================] - 0s 2ms/step - loss: 0.6155
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 0.3327
27/40 [===================>..........] - ETA: 0s - loss: 0.6519
40/40 [==============================] - 0s 2ms/step - loss: 0.6143
40/40 [==============================] - 0s 2ms/step - loss: 0.6143
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 0.3323
28/40 [====================>.........] - ETA: 0s - loss: 0.6395
40/40 [==============================] - 0s 2ms/step - loss: 0.6143
40/40 [==============================] - 0s 2ms/step - loss: 0.6143
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 0.3317
28/40 [====================>.........] - ETA: 0s - loss: 0.6390
40/40 [==============================] - 0s 2ms/step - loss: 0.6144
40/40 [==============================] - 0s 2ms/step - loss: 0.6144
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 0.3310
30/40 [=====================>........] - ETA: 0s - loss: 0.6100
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 0.3305
27/40 [===================>..........] - ETA: 0s - loss: 0.6501
40/40 [==============================] - 0s 2ms/step - loss: 0.6146
40/40 [==============================] - 0s 2ms/step - loss: 0.6146
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 0.3299
27/40 [===================>..........] - ETA: 0s - loss: 0.6504
40/40 [==============================] - 0s 2ms/step - loss: 0.6151
40/40 [==============================] - 0s 2ms/step - loss: 0.6151
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 0.3290
29/40 [====================>.........] - ETA: 0s - loss: 0.6235
40/40 [==============================] - 0s 2ms/step - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.6138
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 0.3283
29/40 [====================>.........] - ETA: 0s - loss: 0.6220
40/40 [==============================] - 0s 2ms/step - loss: 0.6130
40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 0.3279
26/40 [==================>...........] - ETA: 0s - loss: 0.6559
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 0.3275
28/40 [====================>.........] - ETA: 0s - loss: 0.6339
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 0.3273
29/40 [====================>.........] - ETA: 0s - loss: 0.6215
40/40 [==============================] - 0s 2ms/step - loss: 0.6134
40/40 [==============================] - 0s 2ms/step - loss: 0.6134
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 0.3273
29/40 [====================>.........] - ETA: 0s - loss: 0.6226
40/40 [==============================] - 0s 2ms/step - loss: 0.6144
40/40 [==============================] - 0s 2ms/step - loss: 0.6144
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 0.3271
28/40 [====================>.........] - ETA: 0s - loss: 0.6357
40/40 [==============================] - 0s 2ms/step - loss: 0.6150
40/40 [==============================] - 0s 2ms/step - loss: 0.6150
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 0.3260
28/40 [====================>.........] - ETA: 0s - loss: 0.6329
40/40 [==============================] - 0s 2ms/step - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.6133
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 0.3255
30/40 [=====================>........] - ETA: 0s - loss: 0.6030
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 0.3251
28/40 [====================>.........] - ETA: 0s - loss: 0.6315
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 0.3248
28/40 [====================>.........] - ETA: 0s - loss: 0.6311
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 0.3245
29/40 [====================>.........] - ETA: 0s - loss: 0.6181
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 0.3242
29/40 [====================>.........] - ETA: 0s - loss: 0.6178
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 0.3238
28/40 [====================>.........] - ETA: 0s - loss: 0.6305
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 0.3235
27/40 [===================>..........] - ETA: 0s - loss: 0.6429
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 0.3231
29/40 [====================>.........] - ETA: 0s - loss: 0.6169
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 0.3228
28/40 [====================>.........] - ETA: 0s - loss: 0.6294
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 0.3224
28/40 [====================>.........] - ETA: 0s - loss: 0.6289
40/40 [==============================] - 0s 2ms/step - loss: 0.6125
40/40 [==============================] - 0s 2ms/step - loss: 0.6125
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 0.3220
28/40 [====================>.........] - ETA: 0s - loss: 0.6286
40/40 [==============================] - 0s 2ms/step - loss: 0.6126
40/40 [==============================] - 0s 2ms/step - loss: 0.6126
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 0.3218
29/40 [====================>.........] - ETA: 0s - loss: 0.6156
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 0.3215
27/40 [===================>..........] - ETA: 0s - loss: 0.6415
40/40 [==============================] - 0s 2ms/step - loss: 0.6131
40/40 [==============================] - 0s 2ms/step - loss: 0.6131
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 0.3212
22/40 [===============>..............] - ETA: 0s - loss: 0.7219
40/40 [==============================] - 0s 2ms/step - loss: 0.6131
40/40 [==============================] - 0s 3ms/step - loss: 0.6131
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 0.3208
23/40 [================>.............] - ETA: 0s - loss: 0.6979
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.6127
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 0.3204
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40/40 [==============================] - 0s 3ms/step - loss: 0.6126
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Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 0.3201
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40/40 [==============================] - 0s 2ms/step - loss: 0.6126
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Epoch: 46
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40/40 [==============================] - 0s 2ms/step - loss: 0.6126
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Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 0.3193
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40/40 [==============================] - 0s 3ms/step - loss: 0.6123
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Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 0.3190
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122
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Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 0.3187
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Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 0.3184
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40/40 [==============================] - 0s 2ms/step - loss: 0.6123
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Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 0.3181
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Epoch: 52
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40/40 [==============================] - 0s 2ms/step - loss: 0.6124
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Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 0.3175
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40/40 [==============================] - 0s 2ms/step - loss: 0.6126
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Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 0.3173
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40/40 [==============================] - 0s 2ms/step - loss: 0.6130
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Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 0.3169
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40/40 [==============================] - 0s 2ms/step - loss: 0.6129
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Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 0.3163
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40/40 [==============================] - 0s 2ms/step - loss: 0.6126
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Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 0.3160
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40/40 [==============================] - 0s 2ms/step - loss: 0.6123
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Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 0.3159
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122
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Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 0.3158
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40/40 [==============================] - 0s 2ms/step - loss: 0.6126
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Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 0.3157
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40/40 [==============================] - 0s 2ms/step - loss: 0.6130
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Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 0.3152
32/40 [=======================>......] - ETA: 0s - loss: 0.5743
40/40 [==============================] - 0s 2ms/step - loss: 0.6125
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Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 0.3149
32/40 [=======================>......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
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Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 0.3146
31/40 [======================>.......] - ETA: 0s - loss: 0.5801
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
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Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 0.3144
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122
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Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 0.3141
32/40 [=======================>......] - ETA: 0s - loss: 0.5730
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 0.3138
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40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 0.3136
32/40 [=======================>......] - ETA: 0s - loss: 0.5726
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 0.3134
32/40 [=======================>......] - ETA: 0s - loss: 0.5724
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 0.3132
31/40 [======================>.......] - ETA: 0s - loss: 0.5787
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 0.3130
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40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 0.3128
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40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 0.3126
31/40 [======================>.......] - ETA: 0s - loss: 0.5779
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 0.3125
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40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 0.3123
32/40 [=======================>......] - ETA: 0s - loss: 0.5714
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 0.3121
32/40 [=======================>......] - ETA: 0s - loss: 0.5713
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 0.3119
32/40 [=======================>......] - ETA: 0s - loss: 0.5713
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 0.3116
31/40 [======================>.......] - ETA: 0s - loss: 0.5774
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 0.3115
33/40 [=======================>......] - ETA: 0s - loss: 0.5671
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 0.3115
32/40 [=======================>......] - ETA: 0s - loss: 0.5708
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 0.3114
33/40 [=======================>......] - ETA: 0s - loss: 0.5669
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 0.3113
33/40 [=======================>......] - ETA: 0s - loss: 0.5668
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 0.3112
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40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 0.3111
31/40 [======================>.......] - ETA: 0s - loss: 0.5768
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 0.3110
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40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 0.3108
33/40 [=======================>......] - ETA: 0s - loss: 0.5666
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 0.3107
32/40 [=======================>......] - ETA: 0s - loss: 0.5703
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 0.3106
32/40 [=======================>......] - ETA: 0s - loss: 0.5702
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 0.3104
29/40 [====================>.........] - ETA: 0s - loss: 0.6039
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 0.3103
32/40 [=======================>......] - ETA: 0s - loss: 0.5699
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 0.3102
31/40 [======================>.......] - ETA: 0s - loss: 0.5758
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 0.3100
32/40 [=======================>......] - ETA: 0s - loss: 0.5698
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 0.3099
32/40 [=======================>......] - ETA: 0s - loss: 0.5698
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 0.3099
32/40 [=======================>......] - ETA: 0s - loss: 0.5696
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 0.3098
33/40 [=======================>......] - ETA: 0s - loss: 0.5659
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 0.3097
32/40 [=======================>......] - ETA: 0s - loss: 0.5694
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 0.3096
33/40 [=======================>......] - ETA: 0s - loss: 0.5657
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 0.3095
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40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 0.3094
32/40 [=======================>......] - ETA: 0s - loss: 0.5691
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 0.3093
32/40 [=======================>......] - ETA: 0s - loss: 0.5690
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 0.3092
33/40 [=======================>......] - ETA: 0s - loss: 0.5654
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 0.3091
32/40 [=======================>......] - ETA: 0s - loss: 0.5689
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 0.3091
32/40 [=======================>......] - ETA: 0s - loss: 0.5689
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 0.3090
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40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 0.3089
33/40 [=======================>......] - ETA: 0s - loss: 0.5653
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 0.3088
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40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 0.3088
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40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 0.3087
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40/40 [==============================] - 0s 2ms/step - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 0.3087
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40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 0.3086
32/40 [=======================>......] - ETA: 0s - loss: 0.5687
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 0.3087
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40/40 [==============================] - 0s 2ms/step - loss: 0.6125
40/40 [==============================] - 0s 2ms/step - loss: 0.6125
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 0.3095
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40/40 [==============================] - 0s 2ms/step - loss: 0.6152
40/40 [==============================] - 0s 2ms/step - loss: 0.6152
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 0.3097
32/40 [=======================>......] - ETA: 0s - loss: 0.5711
40/40 [==============================] - 0s 2ms/step - loss: 0.6162
40/40 [==============================] - 0s 2ms/step - loss: 0.6162
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 0.3091
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40/40 [==============================] - 0s 2ms/step - loss: 0.6163
40/40 [==============================] - 0s 2ms/step - loss: 0.6163
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 0.3093
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40/40 [==============================] - 0s 2ms/step - loss: 0.6179
40/40 [==============================] - 0s 2ms/step - loss: 0.6179
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 0.3095
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40/40 [==============================] - 0s 2ms/step - loss: 0.6160
40/40 [==============================] - 0s 2ms/step - loss: 0.6160
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 0.3085
32/40 [=======================>......] - ETA: 0s - loss: 0.5691
40/40 [==============================] - 0s 2ms/step - loss: 0.6123
40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 0.3084
32/40 [=======================>......] - ETA: 0s - loss: 0.5686
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 0.3085
33/40 [=======================>......] - ETA: 0s - loss: 0.5649
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 0.3085
33/40 [=======================>......] - ETA: 0s - loss: 0.5648
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 0.3084
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 0.3083
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 0.3082
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 0.3081
33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 0.3080
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 0.3080
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 0.3079
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 0.3079
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 0.3079
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 129
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40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5840
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 0.3077
29/40 [====================>.........] - ETA: 0s - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.6121
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 0.3075
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 0.3079
30/40 [=====================>........] - ETA: 0s - loss: 0.5842
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5842
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 0.3079
26/40 [==================>...........] - ETA: 0s - loss: 0.6403
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 0.3078
33/40 [=======================>......] - ETA: 0s - loss: 0.5645
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6014
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 0.3079
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 0.3079
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5739
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 0.3079
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 0.3078
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5739
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 0.3080
30/40 [=====================>........] - ETA: 0s - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5679
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 0.3078
33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 0.3078
33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 0.3078
27/40 [===================>..........] - ETA: 0s - loss: 0.6291
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5738
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5646
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5738
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
40/40 [==============================] - 0s 2ms/step - loss: 0.6118
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 0.3079
33/40 [=======================>......] - ETA: 0s - loss: 0.5647
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5681
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.6120
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5737
40/40 [==============================] - 0s 2ms/step - loss: 0.6124
40/40 [==============================] - 0s 2ms/step - loss: 0.6124
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 0.3079
31/40 [======================>.......] - ETA: 0s - loss: 0.5732
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6154
40/40 [==============================] - 0s 2ms/step - loss: 0.6154
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 0.3075
31/40 [======================>.......] - ETA: 0s - loss: 0.5746
40/40 [==============================] - 0s 2ms/step - loss: 0.6168
40/40 [==============================] - 0s 2ms/step - loss: 0.6168
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 0.3094
32/40 [=======================>......] - ETA: 0s - loss: 0.5729
40/40 [==============================] - 0s 2ms/step - loss: 0.6211
40/40 [==============================] - 0s 2ms/step - loss: 0.6211
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 0.3123
32/40 [=======================>......] - ETA: 0s - loss: 0.5761
40/40 [==============================] - 0s 2ms/step - loss: 0.6278
40/40 [==============================] - 0s 2ms/step - loss: 0.6278
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 0.3113
31/40 [======================>.......] - ETA: 0s - loss: 0.5879
40/40 [==============================] - 0s 2ms/step - loss: 0.6253
40/40 [==============================] - 0s 2ms/step - loss: 0.6253
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 0.3095
33/40 [=======================>......] - ETA: 0s - loss: 0.5761
40/40 [==============================] - 0s 2ms/step - loss: 0.6211
40/40 [==============================] - 0s 2ms/step - loss: 0.6211
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
40/40 [==============================] - 0s 2ms/step - loss: 0.6116
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 0.3079
32/40 [=======================>......] - ETA: 0s - loss: 0.5680
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 0.3079
26/40 [==================>...........] - ETA: 0s - loss: 0.6403
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 0.3079
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 0.3079
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5736
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5678
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.3078
32/40 [=======================>......] - ETA: 0s - loss: 0.5678
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6012
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.3078
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.3078
29/40 [====================>.........] - ETA: 0s - loss: 0.6012
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.3077
31/40 [======================>.......] - ETA: 0s - loss: 0.5735
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.5839
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.3077
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.3077
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.3076
31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.3076
34/40 [========================>.....] - ETA: 0s - loss: 0.5551
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.3076
31/40 [======================>.......] - ETA: 0s - loss: 0.5734
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.3076
29/40 [====================>.........] - ETA: 0s - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5677
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5643
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.3076
33/40 [=======================>......] - ETA: 0s - loss: 0.5642
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.3076
32/40 [=======================>......] - ETA: 0s - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.6115
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 1.0323
37/40 [==========================>...] - ETA: 0s - loss: 0.7911
40/40 [==============================] - 0s 1ms/step - loss: 0.7698
40/40 [==============================] - 0s 1ms/step - loss: 0.7698
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.0358
34/40 [========================>.....] - ETA: 0s - loss: 0.8232
40/40 [==============================] - 0s 2ms/step - loss: 0.7634
40/40 [==============================] - 0s 2ms/step - loss: 0.7634
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.0484
34/40 [========================>.....] - ETA: 0s - loss: 0.8165
40/40 [==============================] - 0s 2ms/step - loss: 0.7511
40/40 [==============================] - 0s 2ms/step - loss: 0.7511
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 1.0705
33/40 [=======================>......] - ETA: 0s - loss: 0.8089
40/40 [==============================] - 0s 2ms/step - loss: 0.7260
40/40 [==============================] - 0s 2ms/step - loss: 0.7260
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 1.0914
32/40 [=======================>......] - ETA: 0s - loss: 0.7981
40/40 [==============================] - 0s 2ms/step - loss: 0.6968
40/40 [==============================] - 0s 2ms/step - loss: 0.6968
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 1.0746
32/40 [=======================>......] - ETA: 0s - loss: 0.7865
40/40 [==============================] - 0s 2ms/step - loss: 0.6782
40/40 [==============================] - 0s 2ms/step - loss: 0.6782
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 1.0416
32/40 [=======================>......] - ETA: 0s - loss: 0.7789
40/40 [==============================] - 0s 2ms/step - loss: 0.6666
40/40 [==============================] - 0s 2ms/step - loss: 0.6666
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 1.0095
32/40 [=======================>......] - ETA: 0s - loss: 0.7746
40/40 [==============================] - 0s 2ms/step - loss: 0.6605
40/40 [==============================] - 0s 2ms/step - loss: 0.6605
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 0.9899
32/40 [=======================>......] - ETA: 0s - loss: 0.7709
40/40 [==============================] - 0s 2ms/step - loss: 0.6565
40/40 [==============================] - 0s 2ms/step - loss: 0.6565
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 0.9789
32/40 [=======================>......] - ETA: 0s - loss: 0.7677
40/40 [==============================] - 0s 2ms/step - loss: 0.6535
40/40 [==============================] - 0s 2ms/step - loss: 0.6535
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 0.9723
33/40 [=======================>......] - ETA: 0s - loss: 0.7483
40/40 [==============================] - 0s 2ms/step - loss: 0.6510
40/40 [==============================] - 0s 2ms/step - loss: 0.6510
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 0.9672
32/40 [=======================>......] - ETA: 0s - loss: 0.7625
40/40 [==============================] - 0s 2ms/step - loss: 0.6490
40/40 [==============================] - 0s 2ms/step - loss: 0.6490
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 0.9625
32/40 [=======================>......] - ETA: 0s - loss: 0.7605
40/40 [==============================] - 0s 2ms/step - loss: 0.6473
40/40 [==============================] - 0s 2ms/step - loss: 0.6473
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 0.9585
33/40 [=======================>......] - ETA: 0s - loss: 0.7423
40/40 [==============================] - 0s 2ms/step - loss: 0.6459
40/40 [==============================] - 0s 2ms/step - loss: 0.6459
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 0.9547
33/40 [=======================>......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6447
40/40 [==============================] - 0s 2ms/step - loss: 0.6447
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 0.9515
33/40 [=======================>......] - ETA: 0s - loss: 0.7394
40/40 [==============================] - 0s 2ms/step - loss: 0.6436
40/40 [==============================] - 0s 2ms/step - loss: 0.6436
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 0.9486
32/40 [=======================>......] - ETA: 0s - loss: 0.7544
40/40 [==============================] - 0s 2ms/step - loss: 0.6426
40/40 [==============================] - 0s 2ms/step - loss: 0.6426
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 0.9459
31/40 [======================>.......] - ETA: 0s - loss: 0.7609
40/40 [==============================] - 0s 2ms/step - loss: 0.6418
40/40 [==============================] - 0s 2ms/step - loss: 0.6418
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 0.9431
33/40 [=======================>......] - ETA: 0s - loss: 0.7357
40/40 [==============================] - 0s 2ms/step - loss: 0.6409
40/40 [==============================] - 0s 2ms/step - loss: 0.6409
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 0.9406
32/40 [=======================>......] - ETA: 0s - loss: 0.7511
40/40 [==============================] - 0s 2ms/step - loss: 0.6401
40/40 [==============================] - 0s 2ms/step - loss: 0.6401
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 0.9380
31/40 [======================>.......] - ETA: 0s - loss: 0.7575
40/40 [==============================] - 0s 2ms/step - loss: 0.6393
40/40 [==============================] - 0s 2ms/step - loss: 0.6393
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 0.9353
32/40 [=======================>......] - ETA: 0s - loss: 0.7491
40/40 [==============================] - 0s 2ms/step - loss: 0.6386
40/40 [==============================] - 0s 2ms/step - loss: 0.6386
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 0.9330
30/40 [=====================>........] - ETA: 0s - loss: 0.7514
40/40 [==============================] - 0s 2ms/step - loss: 0.6379
40/40 [==============================] - 0s 2ms/step - loss: 0.6379
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 0.9304
32/40 [=======================>......] - ETA: 0s - loss: 0.7472
40/40 [==============================] - 0s 2ms/step - loss: 0.6372
40/40 [==============================] - 0s 2ms/step - loss: 0.6372
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 0.9281
32/40 [=======================>......] - ETA: 0s - loss: 0.7462
40/40 [==============================] - 0s 2ms/step - loss: 0.6365
40/40 [==============================] - 0s 2ms/step - loss: 0.6365
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 0.9263
32/40 [=======================>......] - ETA: 0s - loss: 0.7453
40/40 [==============================] - 0s 2ms/step - loss: 0.6359
40/40 [==============================] - 0s 2ms/step - loss: 0.6359
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 0.9246
32/40 [=======================>......] - ETA: 0s - loss: 0.7444
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
40/40 [==============================] - 0s 2ms/step - loss: 0.6352
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 0.9226
31/40 [======================>.......] - ETA: 0s - loss: 0.7511
40/40 [==============================] - 0s 2ms/step - loss: 0.6346
40/40 [==============================] - 0s 2ms/step - loss: 0.6346
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 0.9211
32/40 [=======================>......] - ETA: 0s - loss: 0.7428
40/40 [==============================] - 0s 2ms/step - loss: 0.6340
40/40 [==============================] - 0s 2ms/step - loss: 0.6340
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 0.9193
32/40 [=======================>......] - ETA: 0s - loss: 0.7420
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 0.9176
32/40 [=======================>......] - ETA: 0s - loss: 0.7412
40/40 [==============================] - 0s 2ms/step - loss: 0.6329
40/40 [==============================] - 0s 2ms/step - loss: 0.6329
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 0.9157
33/40 [=======================>......] - ETA: 0s - loss: 0.7244
40/40 [==============================] - 0s 2ms/step - loss: 0.6323
40/40 [==============================] - 0s 2ms/step - loss: 0.6323
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 0.9137
32/40 [=======================>......] - ETA: 0s - loss: 0.7396
40/40 [==============================] - 0s 2ms/step - loss: 0.6318
40/40 [==============================] - 0s 2ms/step - loss: 0.6318
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 0.9117
32/40 [=======================>......] - ETA: 0s - loss: 0.7388
40/40 [==============================] - 0s 2ms/step - loss: 0.6313
40/40 [==============================] - 0s 2ms/step - loss: 0.6313
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 0.9106
29/40 [====================>.........] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6308
40/40 [==============================] - 0s 2ms/step - loss: 0.6308
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 0.9091
32/40 [=======================>......] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
40/40 [==============================] - 0s 2ms/step - loss: 0.6303
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 0.9075
32/40 [=======================>......] - ETA: 0s - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.6297
40/40 [==============================] - 0s 2ms/step - loss: 0.6297
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 0.9054
26/40 [==================>...........] - ETA: 0s - loss: 0.7885
40/40 [==============================] - 0s 2ms/step - loss: 0.6292
40/40 [==============================] - 0s 2ms/step - loss: 0.6292
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 0.9034
31/40 [======================>.......] - ETA: 0s - loss: 0.7423
40/40 [==============================] - 0s 2ms/step - loss: 0.6285
40/40 [==============================] - 0s 2ms/step - loss: 0.6285
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 0.9009
30/40 [=====================>........] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6281
40/40 [==============================] - 0s 2ms/step - loss: 0.6281
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 0.8987
31/40 [======================>.......] - ETA: 0s - loss: 0.7409
40/40 [==============================] - 0s 2ms/step - loss: 0.6275
40/40 [==============================] - 0s 2ms/step - loss: 0.6275
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 0.8966
31/40 [======================>.......] - ETA: 0s - loss: 0.7402
40/40 [==============================] - 0s 2ms/step - loss: 0.6271
40/40 [==============================] - 0s 2ms/step - loss: 0.6271
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 0.8951
31/40 [======================>.......] - ETA: 0s - loss: 0.7394
40/40 [==============================] - 0s 2ms/step - loss: 0.6265
40/40 [==============================] - 0s 2ms/step - loss: 0.6265
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 0.8936
30/40 [=====================>........] - ETA: 0s - loss: 0.7340
40/40 [==============================] - 0s 2ms/step - loss: 0.6261
40/40 [==============================] - 0s 2ms/step - loss: 0.6261
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 0.8929
31/40 [======================>.......] - ETA: 0s - loss: 0.7377
40/40 [==============================] - 0s 2ms/step - loss: 0.6255
40/40 [==============================] - 0s 2ms/step - loss: 0.6255
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 0.8917
32/40 [=======================>......] - ETA: 0s - loss: 0.7297
40/40 [==============================] - 0s 2ms/step - loss: 0.6251
40/40 [==============================] - 0s 2ms/step - loss: 0.6251
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 0.8912
31/40 [======================>.......] - ETA: 0s - loss: 0.7360
40/40 [==============================] - 0s 2ms/step - loss: 0.6245
40/40 [==============================] - 0s 2ms/step - loss: 0.6245
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 0.8907
31/40 [======================>.......] - ETA: 0s - loss: 0.7353
40/40 [==============================] - 0s 2ms/step - loss: 0.6240
40/40 [==============================] - 0s 2ms/step - loss: 0.6240
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 0.8903
31/40 [======================>.......] - ETA: 0s - loss: 0.7343
40/40 [==============================] - 0s 2ms/step - loss: 0.6234
40/40 [==============================] - 0s 2ms/step - loss: 0.6234
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 0.8897
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40/40 [==============================] - 0s 2ms/step - loss: 0.6229
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Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 0.8893
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40/40 [==============================] - 0s 2ms/step - loss: 0.6223
40/40 [==============================] - 0s 2ms/step - loss: 0.6223
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 0.8885
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40/40 [==============================] - 0s 2ms/step - loss: 0.6217
40/40 [==============================] - 0s 2ms/step - loss: 0.6217
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 0.8874
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40/40 [==============================] - 0s 2ms/step - loss: 0.6210
40/40 [==============================] - 0s 2ms/step - loss: 0.6210
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 0.8860
32/40 [=======================>......] - ETA: 0s - loss: 0.7230
40/40 [==============================] - 0s 2ms/step - loss: 0.6205
40/40 [==============================] - 0s 2ms/step - loss: 0.6205
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 0.8846
33/40 [=======================>......] - ETA: 0s - loss: 0.7068
40/40 [==============================] - 0s 2ms/step - loss: 0.6198
40/40 [==============================] - 0s 2ms/step - loss: 0.6198
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 0.8826
32/40 [=======================>......] - ETA: 0s - loss: 0.7216
40/40 [==============================] - 0s 2ms/step - loss: 0.6193
40/40 [==============================] - 0s 2ms/step - loss: 0.6193
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 0.8811
32/40 [=======================>......] - ETA: 0s - loss: 0.7208
40/40 [==============================] - 0s 2ms/step - loss: 0.6186
40/40 [==============================] - 0s 2ms/step - loss: 0.6186
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 0.8792
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40/40 [==============================] - 0s 2ms/step - loss: 0.6183
40/40 [==============================] - 0s 2ms/step - loss: 0.6183
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 0.8780
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40/40 [==============================] - 0s 2ms/step - loss: 0.6176
40/40 [==============================] - 0s 2ms/step - loss: 0.6176
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 0.8767
32/40 [=======================>......] - ETA: 0s - loss: 0.7186
40/40 [==============================] - 0s 2ms/step - loss: 0.6172
40/40 [==============================] - 0s 2ms/step - loss: 0.6172
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 0.8762
32/40 [=======================>......] - ETA: 0s - loss: 0.7177
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 0.8764
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40/40 [==============================] - 0s 2ms/step - loss: 0.6163
40/40 [==============================] - 0s 2ms/step - loss: 0.6163
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 0.8772
30/40 [=====================>........] - ETA: 0s - loss: 0.7174
40/40 [==============================] - 0s 2ms/step - loss: 0.6157
40/40 [==============================] - 0s 2ms/step - loss: 0.6157
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 0.8777
32/40 [=======================>......] - ETA: 0s - loss: 0.7150
40/40 [==============================] - 0s 2ms/step - loss: 0.6154
40/40 [==============================] - 0s 2ms/step - loss: 0.6154
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 0.8787
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40/40 [==============================] - 0s 2ms/step - loss: 0.6147
40/40 [==============================] - 0s 2ms/step - loss: 0.6147
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 0.8797
32/40 [=======================>......] - ETA: 0s - loss: 0.7129
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
40/40 [==============================] - 0s 2ms/step - loss: 0.6142
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 0.8808
30/40 [=====================>........] - ETA: 0s - loss: 0.7127
40/40 [==============================] - 0s 2ms/step - loss: 0.6134
40/40 [==============================] - 0s 2ms/step - loss: 0.6134
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 0.8813
31/40 [======================>.......] - ETA: 0s - loss: 0.7176
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 0.8821
31/40 [======================>.......] - ETA: 0s - loss: 0.7165
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 0.8825
30/40 [=====================>........] - ETA: 0s - loss: 0.7096
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
40/40 [==============================] - 0s 2ms/step - loss: 0.6117
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 0.8830
31/40 [======================>.......] - ETA: 0s - loss: 0.7147
40/40 [==============================] - 0s 2ms/step - loss: 0.6110
40/40 [==============================] - 0s 2ms/step - loss: 0.6110
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 0.8833
31/40 [======================>.......] - ETA: 0s - loss: 0.7139
40/40 [==============================] - 0s 2ms/step - loss: 0.6105
40/40 [==============================] - 0s 2ms/step - loss: 0.6105
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 0.8836
31/40 [======================>.......] - ETA: 0s - loss: 0.7128
40/40 [==============================] - 0s 2ms/step - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.6098
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 0.8838
31/40 [======================>.......] - ETA: 0s - loss: 0.7120
40/40 [==============================] - 0s 2ms/step - loss: 0.6091
40/40 [==============================] - 0s 2ms/step - loss: 0.6091
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 0.8840
31/40 [======================>.......] - ETA: 0s - loss: 0.7110
40/40 [==============================] - 0s 2ms/step - loss: 0.6084
40/40 [==============================] - 0s 2ms/step - loss: 0.6084
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 0.8843
31/40 [======================>.......] - ETA: 0s - loss: 0.7101
40/40 [==============================] - 0s 2ms/step - loss: 0.6078
40/40 [==============================] - 0s 2ms/step - loss: 0.6078
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 0.8847
32/40 [=======================>......] - ETA: 0s - loss: 0.7027
40/40 [==============================] - 0s 2ms/step - loss: 0.6072
40/40 [==============================] - 0s 2ms/step - loss: 0.6072
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 0.8857
30/40 [=====================>........] - ETA: 0s - loss: 0.7014
40/40 [==============================] - 0s 2ms/step - loss: 0.6066
40/40 [==============================] - 0s 2ms/step - loss: 0.6066
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 0.8867
29/40 [====================>.........] - ETA: 0s - loss: 0.7034
40/40 [==============================] - 0s 2ms/step - loss: 0.6060
40/40 [==============================] - 0s 2ms/step - loss: 0.6060
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 0.8877
33/40 [=======================>......] - ETA: 0s - loss: 0.6850
40/40 [==============================] - 0s 2ms/step - loss: 0.6054
40/40 [==============================] - 0s 2ms/step - loss: 0.6054
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 0.8893
32/40 [=======================>......] - ETA: 0s - loss: 0.6988
40/40 [==============================] - 0s 2ms/step - loss: 0.6048
40/40 [==============================] - 0s 2ms/step - loss: 0.6048
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 0.8909
31/40 [======================>.......] - ETA: 0s - loss: 0.7040
40/40 [==============================] - 0s 2ms/step - loss: 0.6041
40/40 [==============================] - 0s 2ms/step - loss: 0.6041
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 0.8923
32/40 [=======================>......] - ETA: 0s - loss: 0.6968
40/40 [==============================] - 0s 2ms/step - loss: 0.6035
40/40 [==============================] - 0s 2ms/step - loss: 0.6035
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 0.8936
32/40 [=======================>......] - ETA: 0s - loss: 0.6959
40/40 [==============================] - 0s 2ms/step - loss: 0.6029
40/40 [==============================] - 0s 2ms/step - loss: 0.6029
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 0.8948
31/40 [======================>.......] - ETA: 0s - loss: 0.7012
40/40 [==============================] - 0s 2ms/step - loss: 0.6023
40/40 [==============================] - 0s 2ms/step - loss: 0.6023
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 0.8960
32/40 [=======================>......] - ETA: 0s - loss: 0.6941
40/40 [==============================] - 0s 2ms/step - loss: 0.6017
40/40 [==============================] - 0s 2ms/step - loss: 0.6017
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 0.8972
32/40 [=======================>......] - ETA: 0s - loss: 0.6932
40/40 [==============================] - 0s 2ms/step - loss: 0.6011
40/40 [==============================] - 0s 2ms/step - loss: 0.6011
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 0.8983
32/40 [=======================>......] - ETA: 0s - loss: 0.6923
40/40 [==============================] - 0s 2ms/step - loss: 0.6005
40/40 [==============================] - 0s 2ms/step - loss: 0.6005
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 0.8994
31/40 [======================>.......] - ETA: 0s - loss: 0.6975
40/40 [==============================] - 0s 2ms/step - loss: 0.5999
40/40 [==============================] - 0s 2ms/step - loss: 0.5999
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 0.9008
30/40 [=====================>........] - ETA: 0s - loss: 0.6884
40/40 [==============================] - 0s 2ms/step - loss: 0.5993
40/40 [==============================] - 0s 2ms/step - loss: 0.5993
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 0.9022
30/40 [=====================>........] - ETA: 0s - loss: 0.6876
40/40 [==============================] - 0s 2ms/step - loss: 0.5987
40/40 [==============================] - 0s 2ms/step - loss: 0.5987
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 0.9028
31/40 [======================>.......] - ETA: 0s - loss: 0.6948
40/40 [==============================] - 0s 2ms/step - loss: 0.5981
40/40 [==============================] - 0s 2ms/step - loss: 0.5981
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 0.9037
31/40 [======================>.......] - ETA: 0s - loss: 0.6941
40/40 [==============================] - 0s 2ms/step - loss: 0.5977
40/40 [==============================] - 0s 2ms/step - loss: 0.5977
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 0.9046
32/40 [=======================>......] - ETA: 0s - loss: 0.6874
40/40 [==============================] - 0s 2ms/step - loss: 0.5971
40/40 [==============================] - 0s 2ms/step - loss: 0.5971
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 0.9066
32/40 [=======================>......] - ETA: 0s - loss: 0.6868
40/40 [==============================] - 0s 2ms/step - loss: 0.5968
40/40 [==============================] - 0s 2ms/step - loss: 0.5968
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 0.9094
32/40 [=======================>......] - ETA: 0s - loss: 0.6860
40/40 [==============================] - 0s 2ms/step - loss: 0.5964
40/40 [==============================] - 0s 2ms/step - loss: 0.5964
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 0.9125
30/40 [=====================>........] - ETA: 0s - loss: 0.6822
40/40 [==============================] - 0s 2ms/step - loss: 0.5960
40/40 [==============================] - 0s 2ms/step - loss: 0.5960
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 0.9157
32/40 [=======================>......] - ETA: 0s - loss: 0.6842
40/40 [==============================] - 0s 2ms/step - loss: 0.5955
40/40 [==============================] - 0s 2ms/step - loss: 0.5955
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 0.9187
31/40 [======================>.......] - ETA: 0s - loss: 0.6891
40/40 [==============================] - 0s 2ms/step - loss: 0.5949
40/40 [==============================] - 0s 2ms/step - loss: 0.5949
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 0.9210
31/40 [======================>.......] - ETA: 0s - loss: 0.6883
40/40 [==============================] - 0s 2ms/step - loss: 0.5945
40/40 [==============================] - 0s 2ms/step - loss: 0.5945
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 0.9234
32/40 [=======================>......] - ETA: 0s - loss: 0.6820
40/40 [==============================] - 0s 2ms/step - loss: 0.5941
40/40 [==============================] - 0s 2ms/step - loss: 0.5941
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 0.9254
31/40 [======================>.......] - ETA: 0s - loss: 0.6869
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 0.9274
32/40 [=======================>......] - ETA: 0s - loss: 0.6805
40/40 [==============================] - 0s 2ms/step - loss: 0.5930
40/40 [==============================] - 0s 2ms/step - loss: 0.5930
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 0.9295
31/40 [======================>.......] - ETA: 0s - loss: 0.6854
40/40 [==============================] - 0s 2ms/step - loss: 0.5925
40/40 [==============================] - 0s 2ms/step - loss: 0.5925
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 0.9319
32/40 [=======================>......] - ETA: 0s - loss: 0.6789
40/40 [==============================] - 0s 2ms/step - loss: 0.5919
40/40 [==============================] - 0s 2ms/step - loss: 0.5919
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 0.9357
32/40 [=======================>......] - ETA: 0s - loss: 0.6779
40/40 [==============================] - 0s 2ms/step - loss: 0.5913
40/40 [==============================] - 0s 2ms/step - loss: 0.5913
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 0.9391
30/40 [=====================>........] - ETA: 0s - loss: 0.6725
40/40 [==============================] - 0s 2ms/step - loss: 0.5905
40/40 [==============================] - 0s 2ms/step - loss: 0.5905
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 0.9417
32/40 [=======================>......] - ETA: 0s - loss: 0.6760
40/40 [==============================] - 0s 2ms/step - loss: 0.5899
40/40 [==============================] - 0s 2ms/step - loss: 0.5899
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 0.9444
32/40 [=======================>......] - ETA: 0s - loss: 0.6751
40/40 [==============================] - 0s 2ms/step - loss: 0.5893
40/40 [==============================] - 0s 2ms/step - loss: 0.5893
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 0.9470
30/40 [=====================>........] - ETA: 0s - loss: 0.6698
40/40 [==============================] - 0s 2ms/step - loss: 0.5888
40/40 [==============================] - 0s 2ms/step - loss: 0.5888
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 0.9486
31/40 [======================>.......] - ETA: 0s - loss: 0.6792
40/40 [==============================] - 0s 2ms/step - loss: 0.5883
40/40 [==============================] - 0s 2ms/step - loss: 0.5883
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 0.9495
25/40 [=================>............] - ETA: 0s - loss: 0.7308
40/40 [==============================] - 0s 2ms/step - loss: 0.5878
40/40 [==============================] - 0s 2ms/step - loss: 0.5878
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 0.9498
30/40 [=====================>........] - ETA: 0s - loss: 0.6683
40/40 [==============================] - 0s 2ms/step - loss: 0.5874
40/40 [==============================] - 0s 2ms/step - loss: 0.5874
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 0.9512
30/40 [=====================>........] - ETA: 0s - loss: 0.6677
40/40 [==============================] - 0s 2ms/step - loss: 0.5870
40/40 [==============================] - 0s 2ms/step - loss: 0.5870
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 0.9538
32/40 [=======================>......] - ETA: 0s - loss: 0.6719
40/40 [==============================] - 0s 2ms/step - loss: 0.5865
40/40 [==============================] - 0s 2ms/step - loss: 0.5865
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 0.9569
32/40 [=======================>......] - ETA: 0s - loss: 0.6712
40/40 [==============================] - 0s 2ms/step - loss: 0.5860
40/40 [==============================] - 0s 2ms/step - loss: 0.5860
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 0.9602
31/40 [======================>.......] - ETA: 0s - loss: 0.6756
40/40 [==============================] - 0s 2ms/step - loss: 0.5855
40/40 [==============================] - 0s 2ms/step - loss: 0.5855
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 0.9636
32/40 [=======================>......] - ETA: 0s - loss: 0.6694
40/40 [==============================] - 0s 2ms/step - loss: 0.5849
40/40 [==============================] - 0s 2ms/step - loss: 0.5849
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 0.9672
30/40 [=====================>........] - ETA: 0s - loss: 0.6629
40/40 [==============================] - 0s 2ms/step - loss: 0.5843
40/40 [==============================] - 0s 2ms/step - loss: 0.5843
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 0.9710
30/40 [=====================>........] - ETA: 0s - loss: 0.6618
40/40 [==============================] - 0s 2ms/step - loss: 0.5838
40/40 [==============================] - 0s 2ms/step - loss: 0.5838
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 0.9748
31/40 [======================>.......] - ETA: 0s - loss: 0.6718
40/40 [==============================] - 0s 2ms/step - loss: 0.5833
40/40 [==============================] - 0s 2ms/step - loss: 0.5833
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 0.9783
32/40 [=======================>......] - ETA: 0s - loss: 0.6660
40/40 [==============================] - 0s 2ms/step - loss: 0.5829
40/40 [==============================] - 0s 2ms/step - loss: 0.5829
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 0.9822
31/40 [======================>.......] - ETA: 0s - loss: 0.6700
40/40 [==============================] - 0s 2ms/step - loss: 0.5823
40/40 [==============================] - 0s 2ms/step - loss: 0.5823
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 0.9865
31/40 [======================>.......] - ETA: 0s - loss: 0.6688
40/40 [==============================] - 0s 2ms/step - loss: 0.5817
40/40 [==============================] - 0s 2ms/step - loss: 0.5817
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 0.9910
31/40 [======================>.......] - ETA: 0s - loss: 0.6676
40/40 [==============================] - 0s 2ms/step - loss: 0.5809
40/40 [==============================] - 0s 2ms/step - loss: 0.5809
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 0.9950
32/40 [=======================>......] - ETA: 0s - loss: 0.6617
40/40 [==============================] - 0s 2ms/step - loss: 0.5803
40/40 [==============================] - 0s 2ms/step - loss: 0.5803
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 0.9986
32/40 [=======================>......] - ETA: 0s - loss: 0.6608
40/40 [==============================] - 0s 2ms/step - loss: 0.5798
40/40 [==============================] - 0s 2ms/step - loss: 0.5798
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 1.0026
31/40 [======================>.......] - ETA: 0s - loss: 0.6647
40/40 [==============================] - 0s 2ms/step - loss: 0.5792
40/40 [==============================] - 0s 2ms/step - loss: 0.5792
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 1.0064
31/40 [======================>.......] - ETA: 0s - loss: 0.6638
40/40 [==============================] - 0s 2ms/step - loss: 0.5787
40/40 [==============================] - 0s 2ms/step - loss: 0.5787
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 1.0101
32/40 [=======================>......] - ETA: 0s - loss: 0.6582
40/40 [==============================] - 0s 2ms/step - loss: 0.5781
40/40 [==============================] - 0s 2ms/step - loss: 0.5781
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 1.0135
33/40 [=======================>......] - ETA: 0s - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.5774
40/40 [==============================] - 0s 2ms/step - loss: 0.5774
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 1.0177
31/40 [======================>.......] - ETA: 0s - loss: 0.6607
40/40 [==============================] - 0s 2ms/step - loss: 0.5767
40/40 [==============================] - 0s 2ms/step - loss: 0.5767
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 1.0221
33/40 [=======================>......] - ETA: 0s - loss: 0.6416
40/40 [==============================] - 0s 2ms/step - loss: 0.5760
40/40 [==============================] - 0s 2ms/step - loss: 0.5760
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 1.0265
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40/40 [==============================] - 0s 2ms/step - loss: 0.5754
40/40 [==============================] - 0s 2ms/step - loss: 0.5754
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 1.0309
32/40 [=======================>......] - ETA: 0s - loss: 0.6529
40/40 [==============================] - 0s 2ms/step - loss: 0.5749
40/40 [==============================] - 0s 2ms/step - loss: 0.5749
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 1.0353
31/40 [======================>.......] - ETA: 0s - loss: 0.6566
40/40 [==============================] - 0s 2ms/step - loss: 0.5744
40/40 [==============================] - 0s 2ms/step - loss: 0.5744
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 1.0391
32/40 [=======================>......] - ETA: 0s - loss: 0.6511
40/40 [==============================] - 0s 2ms/step - loss: 0.5739
40/40 [==============================] - 0s 2ms/step - loss: 0.5739
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 1.0434
32/40 [=======================>......] - ETA: 0s - loss: 0.6501
40/40 [==============================] - 0s 2ms/step - loss: 0.5732
40/40 [==============================] - 0s 2ms/step - loss: 0.5732
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 1.0472
32/40 [=======================>......] - ETA: 0s - loss: 0.6494
40/40 [==============================] - 0s 2ms/step - loss: 0.5725
40/40 [==============================] - 0s 2ms/step - loss: 0.5725
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 1.0510
32/40 [=======================>......] - ETA: 0s - loss: 0.6482
40/40 [==============================] - 0s 2ms/step - loss: 0.5717
40/40 [==============================] - 0s 2ms/step - loss: 0.5717
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 1.0554
33/40 [=======================>......] - ETA: 0s - loss: 0.6341
40/40 [==============================] - 0s 2ms/step - loss: 0.5708
40/40 [==============================] - 0s 2ms/step - loss: 0.5708
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 1.0597
32/40 [=======================>......] - ETA: 0s - loss: 0.6460
40/40 [==============================] - 0s 2ms/step - loss: 0.5700
40/40 [==============================] - 0s 2ms/step - loss: 0.5700
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 1.0645
29/40 [====================>.........] - ETA: 0s - loss: 0.6376
40/40 [==============================] - 0s 2ms/step - loss: 0.5692
40/40 [==============================] - 0s 2ms/step - loss: 0.5692
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 1.0696
31/40 [======================>.......] - ETA: 0s - loss: 0.6483
40/40 [==============================] - 0s 2ms/step - loss: 0.5684
40/40 [==============================] - 0s 2ms/step - loss: 0.5684
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 1.0750
32/40 [=======================>......] - ETA: 0s - loss: 0.6426
40/40 [==============================] - 0s 2ms/step - loss: 0.5676
40/40 [==============================] - 0s 2ms/step - loss: 0.5676
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 1.0814
31/40 [======================>.......] - ETA: 0s - loss: 0.6461
40/40 [==============================] - 0s 2ms/step - loss: 0.5668
40/40 [==============================] - 0s 2ms/step - loss: 0.5668
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 1.0867
30/40 [=====================>........] - ETA: 0s - loss: 0.6321
40/40 [==============================] - 0s 2ms/step - loss: 0.5660
40/40 [==============================] - 0s 2ms/step - loss: 0.5660
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 1.0921
31/40 [======================>.......] - ETA: 0s - loss: 0.6441
40/40 [==============================] - 0s 2ms/step - loss: 0.5652
40/40 [==============================] - 0s 2ms/step - loss: 0.5652
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 1.0983
31/40 [======================>.......] - ETA: 0s - loss: 0.6431
40/40 [==============================] - 0s 2ms/step - loss: 0.5644
40/40 [==============================] - 0s 2ms/step - loss: 0.5644
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 1.1054
31/40 [======================>.......] - ETA: 0s - loss: 0.6417
40/40 [==============================] - 0s 2ms/step - loss: 0.5636
40/40 [==============================] - 0s 2ms/step - loss: 0.5636
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 1.1141
31/40 [======================>.......] - ETA: 0s - loss: 0.6404
40/40 [==============================] - 0s 2ms/step - loss: 0.5626
40/40 [==============================] - 0s 2ms/step - loss: 0.5626
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 1.1216
32/40 [=======================>......] - ETA: 0s - loss: 0.6345
40/40 [==============================] - 0s 2ms/step - loss: 0.5617
40/40 [==============================] - 0s 2ms/step - loss: 0.5617
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 1.1307
31/40 [======================>.......] - ETA: 0s - loss: 0.6380
40/40 [==============================] - 0s 2ms/step - loss: 0.5611
40/40 [==============================] - 0s 2ms/step - loss: 0.5611
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 1.1390
28/40 [====================>.........] - ETA: 0s - loss: 0.6346
40/40 [==============================] - 0s 2ms/step - loss: 0.5606
40/40 [==============================] - 0s 2ms/step - loss: 0.5606
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 1.1489
33/40 [=======================>......] - ETA: 0s - loss: 0.6192
40/40 [==============================] - 0s 2ms/step - loss: 0.5601
40/40 [==============================] - 0s 2ms/step - loss: 0.5601
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 1.1576
33/40 [=======================>......] - ETA: 0s - loss: 0.6184
40/40 [==============================] - 0s 2ms/step - loss: 0.5595
40/40 [==============================] - 0s 2ms/step - loss: 0.5595
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 1.1659
33/40 [=======================>......] - ETA: 0s - loss: 0.6176
40/40 [==============================] - 0s 2ms/step - loss: 0.5588
40/40 [==============================] - 0s 2ms/step - loss: 0.5588
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 1.1752
32/40 [=======================>......] - ETA: 0s - loss: 0.6292
40/40 [==============================] - 0s 2ms/step - loss: 0.5580
40/40 [==============================] - 0s 2ms/step - loss: 0.5580
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 1.1847
32/40 [=======================>......] - ETA: 0s - loss: 0.6282
40/40 [==============================] - 0s 2ms/step - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5574
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 1.1942
32/40 [=======================>......] - ETA: 0s - loss: 0.6274
40/40 [==============================] - 0s 2ms/step - loss: 0.5569
40/40 [==============================] - 0s 2ms/step - loss: 0.5569
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 1.2032
33/40 [=======================>......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5562
40/40 [==============================] - 0s 2ms/step - loss: 0.5562
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 1.2127
32/40 [=======================>......] - ETA: 0s - loss: 0.6254
40/40 [==============================] - 0s 2ms/step - loss: 0.5556
40/40 [==============================] - 0s 2ms/step - loss: 0.5556
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 1.2204
32/40 [=======================>......] - ETA: 0s - loss: 0.6245
40/40 [==============================] - 0s 2ms/step - loss: 0.5551
40/40 [==============================] - 0s 2ms/step - loss: 0.5551
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 1.2285
32/40 [=======================>......] - ETA: 0s - loss: 0.6239
40/40 [==============================] - 0s 2ms/step - loss: 0.5546
40/40 [==============================] - 0s 2ms/step - loss: 0.5546
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 1.2357
31/40 [======================>.......] - ETA: 0s - loss: 0.6274
40/40 [==============================] - 0s 2ms/step - loss: 0.5541
40/40 [==============================] - 0s 2ms/step - loss: 0.5541
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 1.2435
32/40 [=======================>......] - ETA: 0s - loss: 0.6225
40/40 [==============================] - 0s 2ms/step - loss: 0.5536
40/40 [==============================] - 0s 2ms/step - loss: 0.5536
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 1.2504
32/40 [=======================>......] - ETA: 0s - loss: 0.6219
40/40 [==============================] - 0s 2ms/step - loss: 0.5531
40/40 [==============================] - 0s 2ms/step - loss: 0.5531
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 1.2570
32/40 [=======================>......] - ETA: 0s - loss: 0.6214
40/40 [==============================] - 0s 2ms/step - loss: 0.5528
40/40 [==============================] - 0s 2ms/step - loss: 0.5528
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 1.2632
32/40 [=======================>......] - ETA: 0s - loss: 0.6208
40/40 [==============================] - 0s 2ms/step - loss: 0.5524
40/40 [==============================] - 0s 2ms/step - loss: 0.5524
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 1.2702
32/40 [=======================>......] - ETA: 0s - loss: 0.6204
40/40 [==============================] - 0s 2ms/step - loss: 0.5521
40/40 [==============================] - 0s 2ms/step - loss: 0.5521
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 1.2774
31/40 [======================>.......] - ETA: 0s - loss: 0.6242
40/40 [==============================] - 0s 2ms/step - loss: 0.5518
40/40 [==============================] - 0s 2ms/step - loss: 0.5518
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 1.2850
29/40 [====================>.........] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.5516
40/40 [==============================] - 0s 2ms/step - loss: 0.5516
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 1.2929
31/40 [======================>.......] - ETA: 0s - loss: 0.6233
40/40 [==============================] - 0s 2ms/step - loss: 0.5515
40/40 [==============================] - 0s 2ms/step - loss: 0.5515
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 1.3003
32/40 [=======================>......] - ETA: 0s - loss: 0.6187
40/40 [==============================] - 0s 2ms/step - loss: 0.5513
40/40 [==============================] - 0s 2ms/step - loss: 0.5513
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 1.3077
30/40 [=====================>........] - ETA: 0s - loss: 0.6094
40/40 [==============================] - 0s 2ms/step - loss: 0.5514
40/40 [==============================] - 0s 2ms/step - loss: 0.5514
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 1.3152
31/40 [======================>.......] - ETA: 0s - loss: 0.6227
40/40 [==============================] - 0s 2ms/step - loss: 0.5514
40/40 [==============================] - 0s 2ms/step - loss: 0.5514
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 1.3232
32/40 [=======================>......] - ETA: 0s - loss: 0.6177
40/40 [==============================] - 0s 2ms/step - loss: 0.5509
40/40 [==============================] - 0s 2ms/step - loss: 0.5509
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 1.3309
32/40 [=======================>......] - ETA: 0s - loss: 0.6166
40/40 [==============================] - 0s 2ms/step - loss: 0.5500
40/40 [==============================] - 0s 2ms/step - loss: 0.5500
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 1.3363
31/40 [======================>.......] - ETA: 0s - loss: 0.6201
40/40 [==============================] - 0s 2ms/step - loss: 0.5494
40/40 [==============================] - 0s 2ms/step - loss: 0.5494
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 1.3416
29/40 [====================>.........] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5492
40/40 [==============================] - 0s 2ms/step - loss: 0.5492
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 1.3468
31/40 [======================>.......] - ETA: 0s - loss: 0.6197
40/40 [==============================] - 0s 2ms/step - loss: 0.5489
40/40 [==============================] - 0s 2ms/step - loss: 0.5489
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 1.3519
30/40 [=====================>........] - ETA: 0s - loss: 0.6064
40/40 [==============================] - 0s 2ms/step - loss: 0.5486
40/40 [==============================] - 0s 2ms/step - loss: 0.5486
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 1.3576
31/40 [======================>.......] - ETA: 0s - loss: 0.6191
40/40 [==============================] - 0s 2ms/step - loss: 0.5483
40/40 [==============================] - 0s 2ms/step - loss: 0.5483
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 1.3631
32/40 [=======================>......] - ETA: 0s - loss: 0.6145
40/40 [==============================] - 0s 2ms/step - loss: 0.5480
40/40 [==============================] - 0s 2ms/step - loss: 0.5480
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 1.3691
31/40 [======================>.......] - ETA: 0s - loss: 0.6186
40/40 [==============================] - 0s 2ms/step - loss: 0.5477
40/40 [==============================] - 0s 2ms/step - loss: 0.5477
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 1.3746
31/40 [======================>.......] - ETA: 0s - loss: 0.6183
40/40 [==============================] - 0s 2ms/step - loss: 0.5474
40/40 [==============================] - 0s 2ms/step - loss: 0.5474
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 1.3815
31/40 [======================>.......] - ETA: 0s - loss: 0.6183
40/40 [==============================] - 0s 2ms/step - loss: 0.5473
40/40 [==============================] - 0s 2ms/step - loss: 0.5473
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 1.3882
31/40 [======================>.......] - ETA: 0s - loss: 0.6179
40/40 [==============================] - 0s 2ms/step - loss: 0.5470
40/40 [==============================] - 0s 2ms/step - loss: 0.5470
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 1.3955
31/40 [======================>.......] - ETA: 0s - loss: 0.6177
40/40 [==============================] - 0s 2ms/step - loss: 0.5467
40/40 [==============================] - 0s 2ms/step - loss: 0.5467
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 1.4015
32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5466
40/40 [==============================] - 0s 2ms/step - loss: 0.5466
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 1.4090
32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5464
40/40 [==============================] - 0s 2ms/step - loss: 0.5464
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 1.4146
31/40 [======================>.......] - ETA: 0s - loss: 0.6174
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 1.4221
30/40 [=====================>........] - ETA: 0s - loss: 0.6051
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 1.4287
32/40 [=======================>......] - ETA: 0s - loss: 0.6131
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
40/40 [==============================] - 0s 2ms/step - loss: 0.5463
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 1.4361
32/40 [=======================>......] - ETA: 0s - loss: 0.6133
40/40 [==============================] - 0s 2ms/step - loss: 0.5465
40/40 [==============================] - 0s 2ms/step - loss: 0.5465
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 1.4439
31/40 [======================>.......] - ETA: 0s - loss: 0.6174
40/40 [==============================] - 0s 2ms/step - loss: 0.5464
40/40 [==============================] - 0s 2ms/step - loss: 0.5464
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 1.4513
31/40 [======================>.......] - ETA: 0s - loss: 0.6172
40/40 [==============================] - 0s 2ms/step - loss: 0.5461
40/40 [==============================] - 0s 2ms/step - loss: 0.5461
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 1.4576
32/40 [=======================>......] - ETA: 0s - loss: 0.6127
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 1.4648
32/40 [=======================>......] - ETA: 0s - loss: 0.6125
40/40 [==============================] - 0s 2ms/step - loss: 0.5458
40/40 [==============================] - 0s 2ms/step - loss: 0.5458
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 1.4726
32/40 [=======================>......] - ETA: 0s - loss: 0.6123
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 1.4809
31/40 [======================>.......] - ETA: 0s - loss: 0.6161
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 1.4885
31/40 [======================>.......] - ETA: 0s - loss: 0.6155
40/40 [==============================] - 0s 2ms/step - loss: 0.5446
40/40 [==============================] - 0s 2ms/step - loss: 0.5446
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 1.4957
29/40 [====================>.........] - ETA: 0s - loss: 0.6081
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 1.5023
30/40 [=====================>........] - ETA: 0s - loss: 0.6037
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 1.5091
30/40 [=====================>........] - ETA: 0s - loss: 0.6037
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 1.5157
26/40 [==================>...........] - ETA: 0s - loss: 0.6554
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 1.5234
32/40 [=======================>......] - ETA: 0s - loss: 0.6105
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 1.5314
33/40 [=======================>......] - ETA: 0s - loss: 0.5988
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 1.5396
32/40 [=======================>......] - ETA: 0s - loss: 0.6106
40/40 [==============================] - 0s 2ms/step - loss: 0.5443
40/40 [==============================] - 0s 2ms/step - loss: 0.5443
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 1.5480
32/40 [=======================>......] - ETA: 0s - loss: 0.6107
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 1.5563
32/40 [=======================>......] - ETA: 0s - loss: 0.6109
40/40 [==============================] - 0s 2ms/step - loss: 0.5447
40/40 [==============================] - 0s 2ms/step - loss: 0.5447
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 1.5643
32/40 [=======================>......] - ETA: 0s - loss: 0.6111
40/40 [==============================] - 0s 2ms/step - loss: 0.5450
40/40 [==============================] - 0s 2ms/step - loss: 0.5450
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 1.5728
32/40 [=======================>......] - ETA: 0s - loss: 0.6112
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 1.5813
32/40 [=======================>......] - ETA: 0s - loss: 0.6115
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 1.5903
32/40 [=======================>......] - ETA: 0s - loss: 0.6114
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 1.5990
31/40 [======================>.......] - ETA: 0s - loss: 0.6159
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
40/40 [==============================] - 0s 2ms/step - loss: 0.5456
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 1.6080
33/40 [=======================>......] - ETA: 0s - loss: 0.5996
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
40/40 [==============================] - 0s 2ms/step - loss: 0.5455
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 1.6170
33/40 [=======================>......] - ETA: 0s - loss: 0.5993
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 1.6248
31/40 [======================>.......] - ETA: 0s - loss: 0.6146
40/40 [==============================] - 0s 2ms/step - loss: 0.5447
40/40 [==============================] - 0s 2ms/step - loss: 0.5447
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 1.6324
31/40 [======================>.......] - ETA: 0s - loss: 0.6143
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 1.6399
32/40 [=======================>......] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 1.6474
31/40 [======================>.......] - ETA: 0s - loss: 0.6139
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
40/40 [==============================] - 0s 2ms/step - loss: 0.5442
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 1.6540
31/40 [======================>.......] - ETA: 0s - loss: 0.6140
40/40 [==============================] - 0s 2ms/step - loss: 0.5443
40/40 [==============================] - 0s 2ms/step - loss: 0.5443
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 1.6609
31/40 [======================>.......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 1.6673
33/40 [=======================>......] - ETA: 0s - loss: 0.5980
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 1.6737
32/40 [=======================>......] - ETA: 0s - loss: 0.6095
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 1.6801
31/40 [======================>.......] - ETA: 0s - loss: 0.6139
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
40/40 [==============================] - 0s 2ms/step - loss: 0.5440
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 1.6867
32/40 [=======================>......] - ETA: 0s - loss: 0.6098
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 1.6931
32/40 [=======================>......] - ETA: 0s - loss: 0.6099
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
40/40 [==============================] - 0s 2ms/step - loss: 0.5441
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 1.6995
32/40 [=======================>......] - ETA: 0s - loss: 0.6105
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
40/40 [==============================] - 0s 2ms/step - loss: 0.5444
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 1.7051
31/40 [======================>.......] - ETA: 0s - loss: 0.6152
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
40/40 [==============================] - 0s 2ms/step - loss: 0.5445
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 1.7109
33/40 [=======================>......] - ETA: 0s - loss: 0.5999
40/40 [==============================] - 0s 2ms/step - loss: 0.5449
40/40 [==============================] - 0s 2ms/step - loss: 0.5449
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 1.7166
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 1.7232
32/40 [=======================>......] - ETA: 0s - loss: 0.6120
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 1.7296
33/40 [=======================>......] - ETA: 0s - loss: 0.6007
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 1.7358
30/40 [=====================>........] - ETA: 0s - loss: 0.6078
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 1.7417
31/40 [======================>.......] - ETA: 0s - loss: 0.6164
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
40/40 [==============================] - 0s 2ms/step - loss: 0.5453
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 1.7473
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 1.7528
32/40 [=======================>......] - ETA: 0s - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
40/40 [==============================] - 0s 2ms/step - loss: 0.5452
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 1.7581
33/40 [=======================>......] - ETA: 0s - loss: 0.6006
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 1.7635
32/40 [=======================>......] - ETA: 0s - loss: 0.6121
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 1.7692
31/40 [======================>.......] - ETA: 0s - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
40/40 [==============================] - 0s 2ms/step - loss: 0.5451
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 1.7747
31/40 [======================>.......] - ETA: 0s - loss: 0.6171
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
40/40 [==============================] - 0s 2ms/step - loss: 0.5454
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 1.7798
32/40 [=======================>......] - ETA: 0s - loss: 0.6132
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 1.7854
29/40 [====================>.........] - ETA: 0s - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 1.7901
30/40 [=====================>........] - ETA: 0s - loss: 0.6101
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 1.7941
32/40 [=======================>......] - ETA: 0s - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 1.7968
31/40 [======================>.......] - ETA: 0s - loss: 0.6187
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 1.8007
31/40 [======================>.......] - ETA: 0s - loss: 0.6190
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
40/40 [==============================] - 0s 2ms/step - loss: 0.5460
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 1.8046
32/40 [=======================>......] - ETA: 0s - loss: 0.6145
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
40/40 [==============================] - 0s 2ms/step - loss: 0.5459
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 0.1000
36/40 [==========================>...] - ETA: 0s - loss: 0.9424
40/40 [==============================] - 0s 1ms/step - loss: 0.8881
40/40 [==============================] - 0s 2ms/step - loss: 0.8881
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 0.1010
34/40 [========================>.....] - ETA: 0s - loss: 0.9228
40/40 [==============================] - 0s 2ms/step - loss: 0.8708
40/40 [==============================] - 0s 2ms/step - loss: 0.8708
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 0.1031
32/40 [=======================>......] - ETA: 0s - loss: 0.9231
40/40 [==============================] - 0s 2ms/step - loss: 0.8661
40/40 [==============================] - 0s 2ms/step - loss: 0.8661
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 0.1130
31/40 [======================>.......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8647
40/40 [==============================] - 0s 2ms/step - loss: 0.8647
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 0.1238
33/40 [=======================>......] - ETA: 0s - loss: 0.9300
40/40 [==============================] - 0s 2ms/step - loss: 0.8629
40/40 [==============================] - 0s 2ms/step - loss: 0.8629
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 0.1359
27/40 [===================>..........] - ETA: 0s - loss: 0.9813
40/40 [==============================] - 0s 2ms/step - loss: 0.8626
40/40 [==============================] - 0s 2ms/step - loss: 0.8626
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 0.1487
31/40 [======================>.......] - ETA: 0s - loss: 0.9589
40/40 [==============================] - 0s 2ms/step - loss: 0.8611
40/40 [==============================] - 0s 2ms/step - loss: 0.8611
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 0.1609
32/40 [=======================>......] - ETA: 0s - loss: 0.9414
40/40 [==============================] - 0s 2ms/step - loss: 0.8592
40/40 [==============================] - 0s 2ms/step - loss: 0.8592
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 0.1744
31/40 [======================>.......] - ETA: 0s - loss: 0.9632
40/40 [==============================] - 0s 2ms/step - loss: 0.8564
40/40 [==============================] - 0s 2ms/step - loss: 0.8564
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 0.1890
33/40 [=======================>......] - ETA: 0s - loss: 0.9383
40/40 [==============================] - 0s 2ms/step - loss: 0.8539
40/40 [==============================] - 0s 2ms/step - loss: 0.8539
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 0.2056
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8509
40/40 [==============================] - 0s 2ms/step - loss: 0.8509
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 0.2237
33/40 [=======================>......] - ETA: 0s - loss: 0.9388
40/40 [==============================] - 0s 2ms/step - loss: 0.8489
40/40 [==============================] - 0s 2ms/step - loss: 0.8489
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 0.2404
21/40 [==============>...............] - ETA: 0s - loss: 1.0768
40/40 [==============================] - 0s 2ms/step - loss: 0.8463
40/40 [==============================] - 0s 2ms/step - loss: 0.8463
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 0.2551
33/40 [=======================>......] - ETA: 0s - loss: 0.9378
40/40 [==============================] - 0s 2ms/step - loss: 0.8438
40/40 [==============================] - 0s 2ms/step - loss: 0.8438
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 0.2688
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8415
40/40 [==============================] - 0s 2ms/step - loss: 0.8415
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 0.2837
32/40 [=======================>......] - ETA: 0s - loss: 0.9457
40/40 [==============================] - 0s 2ms/step - loss: 0.8398
40/40 [==============================] - 0s 2ms/step - loss: 0.8398
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 0.2968
33/40 [=======================>......] - ETA: 0s - loss: 0.9378
40/40 [==============================] - 0s 2ms/step - loss: 0.8389
40/40 [==============================] - 0s 2ms/step - loss: 0.8389
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 0.3070
32/40 [=======================>......] - ETA: 0s - loss: 0.9467
40/40 [==============================] - 0s 2ms/step - loss: 0.8378
40/40 [==============================] - 0s 2ms/step - loss: 0.8378
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 0.3161
32/40 [=======================>......] - ETA: 0s - loss: 0.9476
40/40 [==============================] - 0s 2ms/step - loss: 0.8375
40/40 [==============================] - 0s 2ms/step - loss: 0.8375
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 0.3222
32/40 [=======================>......] - ETA: 0s - loss: 0.9481
40/40 [==============================] - 0s 2ms/step - loss: 0.8369
40/40 [==============================] - 0s 2ms/step - loss: 0.8369
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 0.3291
32/40 [=======================>......] - ETA: 0s - loss: 0.9493
40/40 [==============================] - 0s 2ms/step - loss: 0.8372
40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 0.3331
33/40 [=======================>......] - ETA: 0s - loss: 0.9400
40/40 [==============================] - 0s 2ms/step - loss: 0.8372
40/40 [==============================] - 0s 2ms/step - loss: 0.8372
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 0.3348
32/40 [=======================>......] - ETA: 0s - loss: 0.9493
40/40 [==============================] - 0s 2ms/step - loss: 0.8364
40/40 [==============================] - 0s 2ms/step - loss: 0.8364
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 0.3364
30/40 [=====================>........] - ETA: 0s - loss: 0.9904
40/40 [==============================] - 0s 2ms/step - loss: 0.8358
40/40 [==============================] - 0s 2ms/step - loss: 0.8358
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 0.3384
32/40 [=======================>......] - ETA: 0s - loss: 0.9488
40/40 [==============================] - 0s 2ms/step - loss: 0.8354
40/40 [==============================] - 0s 2ms/step - loss: 0.8354
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 0.3398
33/40 [=======================>......] - ETA: 0s - loss: 0.9389
40/40 [==============================] - 0s 2ms/step - loss: 0.8353
40/40 [==============================] - 0s 2ms/step - loss: 0.8353
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 0.3407
30/40 [=====================>........] - ETA: 0s - loss: 0.9900
40/40 [==============================] - 0s 2ms/step - loss: 0.8349
40/40 [==============================] - 0s 2ms/step - loss: 0.8349
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 0.3425
31/40 [======================>.......] - ETA: 0s - loss: 0.9747
40/40 [==============================] - 0s 2ms/step - loss: 0.8347
40/40 [==============================] - 0s 2ms/step - loss: 0.8347
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 0.3430
32/40 [=======================>......] - ETA: 0s - loss: 0.9483
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 0.3441
32/40 [=======================>......] - ETA: 0s - loss: 0.9485
40/40 [==============================] - 0s 2ms/step - loss: 0.8344
40/40 [==============================] - 0s 2ms/step - loss: 0.8344
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 0.3444
32/40 [=======================>......] - ETA: 0s - loss: 0.9487
40/40 [==============================] - 0s 2ms/step - loss: 0.8344
40/40 [==============================] - 0s 2ms/step - loss: 0.8344
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 0.3451
33/40 [=======================>......] - ETA: 0s - loss: 0.9383
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
40/40 [==============================] - 0s 2ms/step - loss: 0.8343
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 0.3452
32/40 [=======================>......] - ETA: 0s - loss: 0.9482
40/40 [==============================] - 0s 2ms/step - loss: 0.8340
40/40 [==============================] - 0s 2ms/step - loss: 0.8340
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 0.3447
33/40 [=======================>......] - ETA: 0s - loss: 0.9375
40/40 [==============================] - 0s 2ms/step - loss: 0.8337
40/40 [==============================] - 0s 2ms/step - loss: 0.8337
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 0.3430
32/40 [=======================>......] - ETA: 0s - loss: 0.9474
40/40 [==============================] - 0s 2ms/step - loss: 0.8335
40/40 [==============================] - 0s 2ms/step - loss: 0.8335
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 0.3422
32/40 [=======================>......] - ETA: 0s - loss: 0.9471
40/40 [==============================] - 0s 2ms/step - loss: 0.8332
40/40 [==============================] - 0s 2ms/step - loss: 0.8332
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 0.3430
31/40 [======================>.......] - ETA: 0s - loss: 0.9730
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 0.3438
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 0.3439
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 0.3433
29/40 [====================>.........] - ETA: 0s - loss: 0.9869
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 0.3432
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 0.3438
31/40 [======================>.......] - ETA: 0s - loss: 0.9734
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
40/40 [==============================] - 0s 2ms/step - loss: 0.8331
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 0.3442
31/40 [======================>.......] - ETA: 0s - loss: 0.9732
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
40/40 [==============================] - 0s 2ms/step - loss: 0.8330
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 0.3440
31/40 [======================>.......] - ETA: 0s - loss: 0.9730
40/40 [==============================] - 0s 2ms/step - loss: 0.8329
40/40 [==============================] - 0s 2ms/step - loss: 0.8329
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 0.3433
26/40 [==================>...........] - ETA: 0s - loss: 0.9888
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
40/40 [==============================] - 0s 2ms/step - loss: 0.8328
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 0.3428
31/40 [======================>.......] - ETA: 0s - loss: 0.9727
40/40 [==============================] - 0s 2ms/step - loss: 0.8327
40/40 [==============================] - 0s 2ms/step - loss: 0.8327
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9464
40/40 [==============================] - 0s 2ms/step - loss: 0.8325
40/40 [==============================] - 0s 2ms/step - loss: 0.8325
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9723
40/40 [==============================] - 0s 2ms/step - loss: 0.8323
40/40 [==============================] - 0s 2ms/step - loss: 0.8323
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 0.3419
31/40 [======================>.......] - ETA: 0s - loss: 0.9720
40/40 [==============================] - 0s 2ms/step - loss: 0.8321
40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 0.3420
32/40 [=======================>......] - ETA: 0s - loss: 0.9458
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 0.3423
31/40 [======================>.......] - ETA: 0s - loss: 0.9719
40/40 [==============================] - 0s 2ms/step - loss: 0.8319
40/40 [==============================] - 0s 2ms/step - loss: 0.8319
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 0.3435
31/40 [======================>.......] - ETA: 0s - loss: 0.9728
40/40 [==============================] - 0s 2ms/step - loss: 0.8325
40/40 [==============================] - 0s 2ms/step - loss: 0.8325
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 0.3447
31/40 [======================>.......] - ETA: 0s - loss: 0.9737
40/40 [==============================] - 0s 2ms/step - loss: 0.8332
40/40 [==============================] - 0s 2ms/step - loss: 0.8332
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 0.3457
33/40 [=======================>......] - ETA: 0s - loss: 0.9375
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
40/40 [==============================] - 0s 2ms/step - loss: 0.8334
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 0.3446
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40/40 [==============================] - 0s 2ms/step - loss: 0.8330
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Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 0.3425
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40/40 [==============================] - 0s 2ms/step - loss: 0.8321
40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 0.3416
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 0.3412
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 0.3411
31/40 [======================>.......] - ETA: 0s - loss: 0.9713
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 0.3414
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 0.3416
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 0.3420
33/40 [=======================>......] - ETA: 0s - loss: 0.9352
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9718
40/40 [==============================] - 0s 2ms/step - loss: 0.8318
40/40 [==============================] - 0s 2ms/step - loss: 0.8318
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 0.3434
32/40 [=======================>......] - ETA: 0s - loss: 0.9461
40/40 [==============================] - 0s 2ms/step - loss: 0.8321
40/40 [==============================] - 0s 2ms/step - loss: 0.8321
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 0.3438
32/40 [=======================>......] - ETA: 0s - loss: 0.9463
40/40 [==============================] - 0s 2ms/step - loss: 0.8322
40/40 [==============================] - 0s 2ms/step - loss: 0.8322
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 0.3436
33/40 [=======================>......] - ETA: 0s - loss: 0.9361
40/40 [==============================] - 0s 2ms/step - loss: 0.8324
40/40 [==============================] - 0s 2ms/step - loss: 0.8324
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 0.3415
32/40 [=======================>......] - ETA: 0s - loss: 0.9451
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 0.3403
31/40 [======================>.......] - ETA: 0s - loss: 0.9711
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 0.3409
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 0.3417
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 0.3415
33/40 [=======================>......] - ETA: 0s - loss: 0.9347
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 0.3409
33/40 [=======================>......] - ETA: 0s - loss: 0.9345
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 0.3413
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 0.3404
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 0.3416
31/40 [======================>.......] - ETA: 0s - loss: 0.9708
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 0.3421
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 0.3425
31/40 [======================>.......] - ETA: 0s - loss: 0.9716
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
40/40 [==============================] - 0s 2ms/step - loss: 0.8320
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9714
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 0.3416
31/40 [======================>.......] - ETA: 0s - loss: 0.9709
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 0.3401
31/40 [======================>.......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 0.3393
32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 0.3393
33/40 [=======================>......] - ETA: 0s - loss: 0.9342
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 0.3397
33/40 [=======================>......] - ETA: 0s - loss: 0.9342
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9448
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 0.3407
33/40 [=======================>......] - ETA: 0s - loss: 0.9345
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 0.3403
33/40 [=======================>......] - ETA: 0s - loss: 0.9344
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 0.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 0.3394
28/40 [====================>.........] - ETA: 0s - loss: 1.0067
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 0.3392
32/40 [=======================>......] - ETA: 0s - loss: 0.9440
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 0.3391
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 0.3390
32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 0.3391
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 0.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 0.3415
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9710
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 0.3424
32/40 [=======================>......] - ETA: 0s - loss: 0.9454
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 0.3418
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 0.3420
32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 0.3426
31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 0.3437
31/40 [======================>.......] - ETA: 0s - loss: 0.9712
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
40/40 [==============================] - 0s 2ms/step - loss: 0.8312
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 0.3442
31/40 [======================>.......] - ETA: 0s - loss: 0.9716
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
40/40 [==============================] - 0s 2ms/step - loss: 0.8315
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 0.3432
32/40 [=======================>......] - ETA: 0s - loss: 0.9453
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 0.3422
30/40 [=====================>........] - ETA: 0s - loss: 0.9855
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 0.3414
28/40 [====================>.........] - ETA: 0s - loss: 1.0069
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 0.3413
32/40 [=======================>......] - ETA: 0s - loss: 0.9448
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 0.3407
32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 0.3402
32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 0.3392
32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 0.3389
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 0.3386
30/40 [=====================>........] - ETA: 0s - loss: 0.9841
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 0.3388
31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 0.3388
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 0.3393
32/40 [=======================>......] - ETA: 0s - loss: 0.9437
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 0.3397
31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 0.3404
29/40 [====================>.........] - ETA: 0s - loss: 0.9831
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 0.3410
33/40 [=======================>......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 0.3425
32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 0.3434
32/40 [=======================>......] - ETA: 0s - loss: 0.9447
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 0.3445
33/40 [=======================>......] - ETA: 0s - loss: 0.9350
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 0.3454
28/40 [====================>.........] - ETA: 0s - loss: 1.0085
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 0.3465
31/40 [======================>.......] - ETA: 0s - loss: 0.9720
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
40/40 [==============================] - 0s 2ms/step - loss: 0.8316
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 0.3445
30/40 [=====================>........] - ETA: 0s - loss: 0.9861
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 0.3426
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 0.3412
31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 0.3410
31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 0.3403
31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 0.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 0.3397
31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 0.3398
31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 0.3403
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40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 0.3412
31/40 [======================>.......] - ETA: 0s - loss: 0.9697
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 0.3415
31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 0.3416
32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 0.3418
31/40 [======================>.......] - ETA: 0s - loss: 0.9705
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 0.3429
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 0.3431
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 0.3426
32/40 [=======================>......] - ETA: 0s - loss: 0.9443
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 0.3414
30/40 [=====================>........] - ETA: 0s - loss: 0.9849
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 0.3408
31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 0.3407
30/40 [=====================>........] - ETA: 0s - loss: 0.9846
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 0.3414
33/40 [=======================>......] - ETA: 0s - loss: 0.9336
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 0.3419
30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 0.3423
31/40 [======================>.......] - ETA: 0s - loss: 0.9704
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 0.3415
30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 0.3408
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 0.3404
30/40 [=====================>........] - ETA: 0s - loss: 0.9846
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 0.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 0.3394
31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 0.3392
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 0.3391
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 0.3396
32/40 [=======================>......] - ETA: 0s - loss: 0.9432
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 0.3402
33/40 [=======================>......] - ETA: 0s - loss: 0.9332
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 0.3411
33/40 [=======================>......] - ETA: 0s - loss: 0.9335
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 0.3422
32/40 [=======================>......] - ETA: 0s - loss: 0.9442
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 0.3436
32/40 [=======================>......] - ETA: 0s - loss: 0.9446
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 0.3445
32/40 [=======================>......] - ETA: 0s - loss: 0.9450
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 0.3447
33/40 [=======================>......] - ETA: 0s - loss: 0.9348
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
40/40 [==============================] - 0s 2ms/step - loss: 0.8310
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 0.3436
33/40 [=======================>......] - ETA: 0s - loss: 0.9344
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9442
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 0.3426
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 0.3433
33/40 [=======================>......] - ETA: 0s - loss: 0.9340
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 0.3434
32/40 [=======================>......] - ETA: 0s - loss: 0.9445
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 0.3435
31/40 [======================>.......] - ETA: 0s - loss: 0.9707
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
40/40 [==============================] - 0s 2ms/step - loss: 0.8307
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 0.3435
32/40 [=======================>......] - ETA: 0s - loss: 0.9449
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 0.3436
31/40 [======================>.......] - ETA: 0s - loss: 0.9709
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 0.3421
32/40 [=======================>......] - ETA: 0s - loss: 0.9444
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
40/40 [==============================] - 0s 2ms/step - loss: 0.8306
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 0.3403
31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 0.3394
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 0.3391
30/40 [=====================>........] - ETA: 0s - loss: 0.9838
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 0.3391
29/40 [====================>.........] - ETA: 0s - loss: 0.9820
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 0.3395
30/40 [=====================>........] - ETA: 0s - loss: 0.9839
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 0.3402
33/40 [=======================>......] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 0.3408
31/40 [======================>.......] - ETA: 0s - loss: 0.9699
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 0.3416
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 0.3423
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 0.3426
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 0.3431
31/40 [======================>.......] - ETA: 0s - loss: 0.9701
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 0.3431
31/40 [======================>.......] - ETA: 0s - loss: 0.9703
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 0.3429
30/40 [=====================>........] - ETA: 0s - loss: 0.9849
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 0.3420
33/40 [=======================>......] - ETA: 0s - loss: 0.9337
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 0.3415
27/40 [===================>..........] - ETA: 0s - loss: 0.9971
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 0.3410
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 0.3408
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 0.3405
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 0.3404
32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 0.3405
28/40 [====================>.........] - ETA: 0s - loss: 1.0064
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 0.3408
32/40 [=======================>......] - ETA: 0s - loss: 0.9439
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 0.3409
32/40 [=======================>......] - ETA: 0s - loss: 0.9441
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 0.3411
31/40 [======================>.......] - ETA: 0s - loss: 0.9701
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9440
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 0.3421
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 0.3435
30/40 [=====================>........] - ETA: 0s - loss: 0.9850
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 0.3449
32/40 [=======================>......] - ETA: 0s - loss: 0.9446
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 0.3467
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
40/40 [==============================] - 0s 2ms/step - loss: 0.8309
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 0.3461
32/40 [=======================>......] - ETA: 0s - loss: 0.9456
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 0.3458
32/40 [=======================>......] - ETA: 0s - loss: 0.9459
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
40/40 [==============================] - 0s 2ms/step - loss: 0.8317
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 0.3433
33/40 [=======================>......] - ETA: 0s - loss: 0.9351
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
40/40 [==============================] - 0s 2ms/step - loss: 0.8314
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 0.3402
33/40 [=======================>......] - ETA: 0s - loss: 0.9338
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
40/40 [==============================] - 0s 2ms/step - loss: 0.8304
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 0.3387
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 0.3379
32/40 [=======================>......] - ETA: 0s - loss: 0.9426
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 0.3377
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 0.3376
30/40 [=====================>........] - ETA: 0s - loss: 0.9831
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 0.3376
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8291
40/40 [==============================] - 0s 2ms/step - loss: 0.8291
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 0.3376
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 0.3377
31/40 [======================>.......] - ETA: 0s - loss: 0.9684
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 0.3378
31/40 [======================>.......] - ETA: 0s - loss: 0.9685
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 0.3380
28/40 [====================>.........] - ETA: 0s - loss: 1.0049
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
40/40 [==============================] - 0s 2ms/step - loss: 0.8292
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 0.3385
32/40 [=======================>......] - ETA: 0s - loss: 0.9427
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
40/40 [==============================] - 0s 2ms/step - loss: 0.8293
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 0.3396
31/40 [======================>.......] - ETA: 0s - loss: 0.9690
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 0.3419
31/40 [======================>.......] - ETA: 0s - loss: 0.9700
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 0.3453
31/40 [======================>.......] - ETA: 0s - loss: 0.9713
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
40/40 [==============================] - 0s 2ms/step - loss: 0.8308
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 0.3472
31/40 [======================>.......] - ETA: 0s - loss: 0.9718
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
40/40 [==============================] - 0s 2ms/step - loss: 0.8313
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 0.3460
31/40 [======================>.......] - ETA: 0s - loss: 0.9712
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
40/40 [==============================] - 0s 2ms/step - loss: 0.8311
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 0.3435
30/40 [=====================>........] - ETA: 0s - loss: 0.9851
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
40/40 [==============================] - 0s 2ms/step - loss: 0.8305
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 0.3422
31/40 [======================>.......] - ETA: 0s - loss: 0.9698
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 0.3413
31/40 [======================>.......] - ETA: 0s - loss: 0.9696
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 0.3405
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
40/40 [==============================] - 0s 2ms/step - loss: 0.8300
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 0.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.9693
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 0.3392
31/40 [======================>.......] - ETA: 0s - loss: 0.9691
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
40/40 [==============================] - 0s 2ms/step - loss: 0.8297
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 0.3389
32/40 [=======================>......] - ETA: 0s - loss: 0.9430
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 0.3390
31/40 [======================>.......] - ETA: 0s - loss: 0.9689
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 0.3396
32/40 [=======================>......] - ETA: 0s - loss: 0.9431
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 0.3401
31/40 [======================>.......] - ETA: 0s - loss: 0.9692
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.8296
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 0.3407
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 0.3406
31/40 [======================>.......] - ETA: 0s - loss: 0.9694
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 0.3406
32/40 [=======================>......] - ETA: 0s - loss: 0.9434
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 0.3405
31/40 [======================>.......] - ETA: 0s - loss: 0.9694
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
40/40 [==============================] - 0s 2ms/step - loss: 0.8298
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 0.3409
31/40 [======================>.......] - ETA: 0s - loss: 0.9695
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 0.3412
32/40 [=======================>......] - ETA: 0s - loss: 0.9437
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 0.3407
32/40 [=======================>......] - ETA: 0s - loss: 0.9438
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
40/40 [==============================] - 0s 2ms/step - loss: 0.8302
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 0.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.9438
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
40/40 [==============================] - 0s 2ms/step - loss: 0.8303
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 0.3389
33/40 [=======================>......] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 0.3384
32/40 [=======================>......] - ETA: 0s - loss: 0.9433
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 0.3382
33/40 [=======================>......] - ETA: 0s - loss: 0.9327
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 0.3385
32/40 [=======================>......] - ETA: 0s - loss: 0.9428
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 0.3388
32/40 [=======================>......] - ETA: 0s - loss: 0.9428
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
40/40 [==============================] - 0s 2ms/step - loss: 0.8294
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 0.3396
33/40 [=======================>......] - ETA: 0s - loss: 0.9328
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
40/40 [==============================] - 0s 2ms/step - loss: 0.8295
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 0.3403
32/40 [=======================>......] - ETA: 0s - loss: 0.9435
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
40/40 [==============================] - 0s 2ms/step - loss: 0.8299
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 0.3401
32/40 [=======================>......] - ETA: 0s - loss: 0.9436
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
40/40 [==============================] - 0s 2ms/step - loss: 0.8301
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 1.9170
26/40 [==================>...........] - ETA: 0s - loss: 1.0487
40/40 [==============================] - 0s 2ms/step - loss: 0.9522
40/40 [==============================] - 0s 2ms/step - loss: 0.9522
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.9206
29/40 [====================>.........] - ETA: 0s - loss: 1.0344
40/40 [==============================] - 0s 2ms/step - loss: 0.9346
40/40 [==============================] - 0s 2ms/step - loss: 0.9346
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.9466
29/40 [====================>.........] - ETA: 0s - loss: 1.0105
40/40 [==============================] - 0s 2ms/step - loss: 0.8923
40/40 [==============================] - 0s 2ms/step - loss: 0.8923
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 2.0313
30/40 [=====================>........] - ETA: 0s - loss: 0.9746
40/40 [==============================] - 0s 2ms/step - loss: 0.8406
40/40 [==============================] - 0s 2ms/step - loss: 0.8406
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 2.0883
30/40 [=====================>........] - ETA: 0s - loss: 0.9537
40/40 [==============================] - 0s 2ms/step - loss: 0.8101
40/40 [==============================] - 0s 2ms/step - loss: 0.8101
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 2.0623
31/40 [======================>.......] - ETA: 0s - loss: 0.9388
40/40 [==============================] - 0s 2ms/step - loss: 0.7911
40/40 [==============================] - 0s 2ms/step - loss: 0.7911
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 2.0088
30/40 [=====================>........] - ETA: 0s - loss: 0.9333
40/40 [==============================] - 0s 2ms/step - loss: 0.7789
40/40 [==============================] - 0s 2ms/step - loss: 0.7789
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 1.9503
31/40 [======================>.......] - ETA: 0s - loss: 0.9205
40/40 [==============================] - 0s 2ms/step - loss: 0.7703
40/40 [==============================] - 0s 2ms/step - loss: 0.7703
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 1.9037
30/40 [=====================>........] - ETA: 0s - loss: 0.9196
40/40 [==============================] - 0s 2ms/step - loss: 0.7634
40/40 [==============================] - 0s 2ms/step - loss: 0.7634
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 1.8704
31/40 [======================>.......] - ETA: 0s - loss: 0.9063
40/40 [==============================] - 0s 2ms/step - loss: 0.7584
40/40 [==============================] - 0s 2ms/step - loss: 0.7584
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 1.8484
31/40 [======================>.......] - ETA: 0s - loss: 0.9007
40/40 [==============================] - 0s 2ms/step - loss: 0.7542
40/40 [==============================] - 0s 2ms/step - loss: 0.7542
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 1.8391
31/40 [======================>.......] - ETA: 0s - loss: 0.8959
40/40 [==============================] - 0s 2ms/step - loss: 0.7507
40/40 [==============================] - 0s 2ms/step - loss: 0.7507
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 1.8384
31/40 [======================>.......] - ETA: 0s - loss: 0.8919
40/40 [==============================] - 0s 2ms/step - loss: 0.7478
40/40 [==============================] - 0s 2ms/step - loss: 0.7478
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 1.8420
31/40 [======================>.......] - ETA: 0s - loss: 0.8882
40/40 [==============================] - 0s 2ms/step - loss: 0.7452
40/40 [==============================] - 0s 2ms/step - loss: 0.7452
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 1.8492
32/40 [=======================>......] - ETA: 0s - loss: 0.8679
40/40 [==============================] - 0s 2ms/step - loss: 0.7427
40/40 [==============================] - 0s 2ms/step - loss: 0.7427
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 1.8592
32/40 [=======================>......] - ETA: 0s - loss: 0.8648
40/40 [==============================] - 0s 2ms/step - loss: 0.7404
40/40 [==============================] - 0s 2ms/step - loss: 0.7404
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 1.8725
30/40 [=====================>........] - ETA: 0s - loss: 0.8868
40/40 [==============================] - 0s 2ms/step - loss: 0.7382
40/40 [==============================] - 0s 2ms/step - loss: 0.7382
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 1.8897
30/40 [=====================>........] - ETA: 0s - loss: 0.8842
40/40 [==============================] - 0s 2ms/step - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.7363
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 1.9102
30/40 [=====================>........] - ETA: 0s - loss: 0.8822
40/40 [==============================] - 0s 2ms/step - loss: 0.7349
40/40 [==============================] - 0s 2ms/step - loss: 0.7349
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 1.9247
31/40 [======================>.......] - ETA: 0s - loss: 0.8709
40/40 [==============================] - 0s 2ms/step - loss: 0.7323
40/40 [==============================] - 0s 2ms/step - loss: 0.7323
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 1.9464
31/40 [======================>.......] - ETA: 0s - loss: 0.8681
40/40 [==============================] - 0s 2ms/step - loss: 0.7301
40/40 [==============================] - 0s 2ms/step - loss: 0.7301
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 1.9702
32/40 [=======================>......] - ETA: 0s - loss: 0.8492
40/40 [==============================] - 0s 2ms/step - loss: 0.7281
40/40 [==============================] - 0s 2ms/step - loss: 0.7281
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 1.9958
31/40 [======================>.......] - ETA: 0s - loss: 0.8634
40/40 [==============================] - 0s 2ms/step - loss: 0.7264
40/40 [==============================] - 0s 2ms/step - loss: 0.7264
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 2.0234
31/40 [======================>.......] - ETA: 0s - loss: 0.8615
40/40 [==============================] - 0s 2ms/step - loss: 0.7249
40/40 [==============================] - 0s 2ms/step - loss: 0.7249
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 2.0546
32/40 [=======================>......] - ETA: 0s - loss: 0.8435
40/40 [==============================] - 0s 2ms/step - loss: 0.7232
40/40 [==============================] - 0s 2ms/step - loss: 0.7232
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 2.0880
32/40 [=======================>......] - ETA: 0s - loss: 0.8409
40/40 [==============================] - 0s 2ms/step - loss: 0.7209
40/40 [==============================] - 0s 2ms/step - loss: 0.7209
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 2.1238
32/40 [=======================>......] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 2ms/step - loss: 0.7191
40/40 [==============================] - 0s 2ms/step - loss: 0.7191
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 2.1595
32/40 [=======================>......] - ETA: 0s - loss: 0.8373
40/40 [==============================] - 0s 2ms/step - loss: 0.7179
40/40 [==============================] - 0s 2ms/step - loss: 0.7179
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 2.1964
29/40 [====================>.........] - ETA: 0s - loss: 0.8720
40/40 [==============================] - 0s 2ms/step - loss: 0.7169
40/40 [==============================] - 0s 2ms/step - loss: 0.7169
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 2.2375
31/40 [======================>.......] - ETA: 0s - loss: 0.8503
40/40 [==============================] - 0s 2ms/step - loss: 0.7157
40/40 [==============================] - 0s 2ms/step - loss: 0.7157
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 2.2809
27/40 [===================>..........] - ETA: 0s - loss: 0.9072
40/40 [==============================] - 0s 2ms/step - loss: 0.7138
40/40 [==============================] - 0s 2ms/step - loss: 0.7138
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 2.3268
32/40 [=======================>......] - ETA: 0s - loss: 0.8296
40/40 [==============================] - 0s 2ms/step - loss: 0.7117
40/40 [==============================] - 0s 2ms/step - loss: 0.7117
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 2.3737
31/40 [======================>.......] - ETA: 0s - loss: 0.8433
40/40 [==============================] - 0s 2ms/step - loss: 0.7104
40/40 [==============================] - 0s 2ms/step - loss: 0.7104
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 2.4242
32/40 [=======================>......] - ETA: 0s - loss: 0.8266
40/40 [==============================] - 0s 2ms/step - loss: 0.7092
40/40 [==============================] - 0s 2ms/step - loss: 0.7092
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 2.4771
32/40 [=======================>......] - ETA: 0s - loss: 0.8250
40/40 [==============================] - 0s 2ms/step - loss: 0.7080
40/40 [==============================] - 0s 2ms/step - loss: 0.7080
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 2.5289
31/40 [======================>.......] - ETA: 0s - loss: 0.8388
40/40 [==============================] - 0s 2ms/step - loss: 0.7071
40/40 [==============================] - 0s 2ms/step - loss: 0.7071
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 2.5812
32/40 [=======================>......] - ETA: 0s - loss: 0.8203
40/40 [==============================] - 0s 2ms/step - loss: 0.7052
40/40 [==============================] - 0s 2ms/step - loss: 0.7052
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 2.6312
31/40 [======================>.......] - ETA: 0s - loss: 0.8341
40/40 [==============================] - 0s 2ms/step - loss: 0.7043
40/40 [==============================] - 0s 2ms/step - loss: 0.7043
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 2.6796
31/40 [======================>.......] - ETA: 0s - loss: 0.8285
40/40 [==============================] - 0s 2ms/step - loss: 0.7015
40/40 [==============================] - 0s 2ms/step - loss: 0.7015
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 2.7215
32/40 [=======================>......] - ETA: 0s - loss: 0.8019
40/40 [==============================] - 0s 2ms/step - loss: 0.6944
40/40 [==============================] - 0s 2ms/step - loss: 0.6944
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 2.7575
32/40 [=======================>......] - ETA: 0s - loss: 0.7963
40/40 [==============================] - 0s 2ms/step - loss: 0.6906
40/40 [==============================] - 0s 2ms/step - loss: 0.6906
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 2.7885
33/40 [=======================>......] - ETA: 0s - loss: 0.7869
40/40 [==============================] - 0s 2ms/step - loss: 0.6889
40/40 [==============================] - 0s 2ms/step - loss: 0.6889
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 2.8160
32/40 [=======================>......] - ETA: 0s - loss: 0.7739
40/40 [==============================] - 0s 2ms/step - loss: 0.6755
40/40 [==============================] - 0s 2ms/step - loss: 0.6755
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 2.8326
32/40 [=======================>......] - ETA: 0s - loss: 0.7842
40/40 [==============================] - 0s 2ms/step - loss: 0.6828
40/40 [==============================] - 0s 2ms/step - loss: 0.6828
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 2.8536
31/40 [======================>.......] - ETA: 0s - loss: 0.7826
40/40 [==============================] - 0s 2ms/step - loss: 0.6782
40/40 [==============================] - 0s 2ms/step - loss: 0.6782
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 2.8705
32/40 [=======================>......] - ETA: 0s - loss: 0.7209
40/40 [==============================] - 0s 2ms/step - loss: 0.6385
40/40 [==============================] - 0s 2ms/step - loss: 0.6385
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 2.8624
33/40 [=======================>......] - ETA: 0s - loss: 0.8154
40/40 [==============================] - 0s 2ms/step - loss: 0.7118
40/40 [==============================] - 0s 2ms/step - loss: 0.7118
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 2.8832
32/40 [=======================>......] - ETA: 0s - loss: 0.7461
40/40 [==============================] - 0s 2ms/step - loss: 0.6722
40/40 [==============================] - 0s 2ms/step - loss: 0.6722
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 2.8844
33/40 [=======================>......] - ETA: 0s - loss: 0.6874
40/40 [==============================] - 0s 2ms/step - loss: 0.6212
40/40 [==============================] - 0s 2ms/step - loss: 0.6212
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 2.8830
32/40 [=======================>......] - ETA: 0s - loss: 0.7757
40/40 [==============================] - 0s 2ms/step - loss: 0.6875
40/40 [==============================] - 0s 2ms/step - loss: 0.6875
Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 2.8957
32/40 [=======================>......] - ETA: 0s - loss: 0.7129
40/40 [==============================] - 0s 2ms/step - loss: 0.6369
40/40 [==============================] - 0s 2ms/step - loss: 0.6369
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 2.8927
32/40 [=======================>......] - ETA: 0s - loss: 0.6895
40/40 [==============================] - 0s 2ms/step - loss: 0.6221
40/40 [==============================] - 0s 2ms/step - loss: 0.6221
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 2.8979
33/40 [=======================>......] - ETA: 0s - loss: 0.7241
40/40 [==============================] - 0s 2ms/step - loss: 0.6515
40/40 [==============================] - 0s 2ms/step - loss: 0.6515
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 2.9030
31/40 [======================>.......] - ETA: 0s - loss: 0.7090
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
40/40 [==============================] - 0s 2ms/step - loss: 0.6350
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 2.9042
31/40 [======================>.......] - ETA: 0s - loss: 0.6656
40/40 [==============================] - 0s 2ms/step - loss: 0.5971
40/40 [==============================] - 0s 2ms/step - loss: 0.5971
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 2.9032
31/40 [======================>.......] - ETA: 0s - loss: 0.7575
40/40 [==============================] - 0s 2ms/step - loss: 0.6727
40/40 [==============================] - 0s 2ms/step - loss: 0.6727
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 2.9099
32/40 [=======================>......] - ETA: 0s - loss: 0.7079
40/40 [==============================] - 0s 2ms/step - loss: 0.6290
40/40 [==============================] - 0s 2ms/step - loss: 0.6290
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 2.8936
29/40 [====================>.........] - ETA: 0s - loss: 0.9044
40/40 [==============================] - 0s 2ms/step - loss: 0.7518
40/40 [==============================] - 0s 2ms/step - loss: 0.7518
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 2.9065
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40/40 [==============================] - 0s 2ms/step - loss: 0.6855
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Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 2.9003
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40/40 [==============================] - 0s 2ms/step - loss: 0.5960
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Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 2.8989
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40/40 [==============================] - 0s 2ms/step - loss: 0.6876
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Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 2.9081
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40/40 [==============================] - 0s 3ms/step - loss: 0.6225
40/40 [==============================] - 0s 3ms/step - loss: 0.6225
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 2.8918
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40/40 [==============================] - 0s 2ms/step - loss: 0.7191
40/40 [==============================] - 0s 2ms/step - loss: 0.7191
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 2.9034
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40/40 [==============================] - 0s 2ms/step - loss: 0.6394
40/40 [==============================] - 0s 2ms/step - loss: 0.6394
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 2.8982
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40/40 [==============================] - 0s 2ms/step - loss: 0.5962
40/40 [==============================] - 0s 2ms/step - loss: 0.5962
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 2.9035
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40/40 [==============================] - 0s 2ms/step - loss: 0.6238
40/40 [==============================] - 0s 2ms/step - loss: 0.6238
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 2.9085
29/40 [====================>.........] - ETA: 0s - loss: 0.6946
40/40 [==============================] - 0s 2ms/step - loss: 0.5942
40/40 [==============================] - 0s 2ms/step - loss: 0.5942
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 2.9047
29/40 [====================>.........] - ETA: 0s - loss: 0.7348
40/40 [==============================] - 0s 2ms/step - loss: 0.6380
40/40 [==============================] - 0s 2ms/step - loss: 0.6380
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 2.9111
30/40 [=====================>........] - ETA: 0s - loss: 0.7194
40/40 [==============================] - 0s 2ms/step - loss: 0.6182
40/40 [==============================] - 0s 2ms/step - loss: 0.6182
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 2.9014
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40/40 [==============================] - 0s 2ms/step - loss: 0.7027
40/40 [==============================] - 0s 2ms/step - loss: 0.7027
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 2.9110
33/40 [=======================>......] - ETA: 0s - loss: 0.7673
40/40 [==============================] - 0s 2ms/step - loss: 0.6702
40/40 [==============================] - 0s 2ms/step - loss: 0.6702
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 2.9011
31/40 [======================>.......] - ETA: 0s - loss: 0.7716
40/40 [==============================] - 0s 2ms/step - loss: 0.6850
40/40 [==============================] - 0s 2ms/step - loss: 0.6850
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 2.9119
31/40 [======================>.......] - ETA: 0s - loss: 0.7519
40/40 [==============================] - 0s 2ms/step - loss: 0.6475
40/40 [==============================] - 0s 2ms/step - loss: 0.6475
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 2.9014
32/40 [=======================>......] - ETA: 0s - loss: 0.8048
40/40 [==============================] - 0s 2ms/step - loss: 0.7301
40/40 [==============================] - 0s 2ms/step - loss: 0.7301
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 2.9129
32/40 [=======================>......] - ETA: 0s - loss: 0.8148
40/40 [==============================] - 0s 2ms/step - loss: 0.7334
40/40 [==============================] - 0s 2ms/step - loss: 0.7334
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 2.9078
29/40 [====================>.........] - ETA: 0s - loss: 0.7506
40/40 [==============================] - 0s 2ms/step - loss: 0.6475
40/40 [==============================] - 0s 2ms/step - loss: 0.6475
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 2.9109
30/40 [=====================>........] - ETA: 0s - loss: 0.7226
40/40 [==============================] - 0s 2ms/step - loss: 0.6198
40/40 [==============================] - 0s 2ms/step - loss: 0.6198
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 2.9024
32/40 [=======================>......] - ETA: 0s - loss: 0.7654
40/40 [==============================] - 0s 2ms/step - loss: 0.6852
40/40 [==============================] - 0s 2ms/step - loss: 0.6852
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 2.9104
32/40 [=======================>......] - ETA: 0s - loss: 0.7493
40/40 [==============================] - 0s 2ms/step - loss: 0.6528
40/40 [==============================] - 0s 2ms/step - loss: 0.6528
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 2.9022
32/40 [=======================>......] - ETA: 0s - loss: 0.7304
40/40 [==============================] - 0s 2ms/step - loss: 0.6593
40/40 [==============================] - 0s 2ms/step - loss: 0.6593
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 2.9112
33/40 [=======================>......] - ETA: 0s - loss: 0.7308
40/40 [==============================] - 0s 2ms/step - loss: 0.6412
40/40 [==============================] - 0s 2ms/step - loss: 0.6412
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 2.9034
30/40 [=====================>........] - ETA: 0s - loss: 0.7736
40/40 [==============================] - 0s 2ms/step - loss: 0.6769
40/40 [==============================] - 0s 2ms/step - loss: 0.6769
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 2.9116
31/40 [======================>.......] - ETA: 0s - loss: 0.7664
40/40 [==============================] - 0s 2ms/step - loss: 0.6575
40/40 [==============================] - 0s 2ms/step - loss: 0.6575
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 2.9033
30/40 [=====================>........] - ETA: 0s - loss: 0.7860
40/40 [==============================] - 0s 2ms/step - loss: 0.6894
40/40 [==============================] - 0s 2ms/step - loss: 0.6894
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 2.9121
32/40 [=======================>......] - ETA: 0s - loss: 0.7855
40/40 [==============================] - 0s 2ms/step - loss: 0.6985
40/40 [==============================] - 0s 2ms/step - loss: 0.6985
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 2.9059
26/40 [==================>...........] - ETA: 0s - loss: 0.8410
40/40 [==============================] - 0s 2ms/step - loss: 0.6500
40/40 [==============================] - 0s 2ms/step - loss: 0.6500
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 2.9095
26/40 [==================>...........] - ETA: 0s - loss: 0.7966
40/40 [==============================] - 0s 2ms/step - loss: 0.6268
40/40 [==============================] - 0s 2ms/step - loss: 0.6268
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 2.9064
25/40 [=================>............] - ETA: 0s - loss: 0.7420
40/40 [==============================] - 0s 2ms/step - loss: 0.5704
40/40 [==============================] - 0s 2ms/step - loss: 0.5704
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 2.9084
29/40 [====================>.........] - ETA: 0s - loss: 0.7040
40/40 [==============================] - 0s 2ms/step - loss: 0.6123
40/40 [==============================] - 0s 2ms/step - loss: 0.6123
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 2.9117
30/40 [=====================>........] - ETA: 0s - loss: 0.7098
40/40 [==============================] - 0s 2ms/step - loss: 0.6138
40/40 [==============================] - 0s 2ms/step - loss: 0.6138
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 2.9077
31/40 [======================>.......] - ETA: 0s - loss: 0.6804
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
40/40 [==============================] - 0s 2ms/step - loss: 0.6119
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 2.9119
33/40 [=======================>......] - ETA: 0s - loss: 0.6954
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
40/40 [==============================] - 0s 2ms/step - loss: 0.6128
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 2.9056
31/40 [======================>.......] - ETA: 0s - loss: 0.7673
40/40 [==============================] - 0s 2ms/step - loss: 0.6769
40/40 [==============================] - 0s 2ms/step - loss: 0.6769
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 2.9116
32/40 [=======================>......] - ETA: 0s - loss: 0.7641
40/40 [==============================] - 0s 2ms/step - loss: 0.6640
40/40 [==============================] - 0s 2ms/step - loss: 0.6640
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 2.9036
30/40 [=====================>........] - ETA: 0s - loss: 0.7744
40/40 [==============================] - 0s 2ms/step - loss: 0.6884
40/40 [==============================] - 0s 2ms/step - loss: 0.6884
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 2.9130
16/40 [===========>..................] - ETA: 0s - loss: 0.9496
35/40 [=========================>....] - ETA: 0s - loss: 0.7844
40/40 [==============================] - 0s 3ms/step - loss: 0.7202
40/40 [==============================] - 0s 3ms/step - loss: 0.7202
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 2.9093
30/40 [=====================>........] - ETA: 0s - loss: 0.7089
40/40 [==============================] - 0s 2ms/step - loss: 0.6278
40/40 [==============================] - 0s 2ms/step - loss: 0.6278
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 2.9113
30/40 [=====================>........] - ETA: 0s - loss: 0.7127
40/40 [==============================] - 0s 2ms/step - loss: 0.6130
40/40 [==============================] - 0s 2ms/step - loss: 0.6130
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 2.9040
28/40 [====================>.........] - ETA: 0s - loss: 0.8320
40/40 [==============================] - 0s 2ms/step - loss: 0.6846
40/40 [==============================] - 0s 2ms/step - loss: 0.6846
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 2.9104
30/40 [=====================>........] - ETA: 0s - loss: 0.7678
40/40 [==============================] - 0s 2ms/step - loss: 0.6508
40/40 [==============================] - 0s 2ms/step - loss: 0.6508
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 2.9020
31/40 [======================>.......] - ETA: 0s - loss: 0.7636
40/40 [==============================] - 0s 2ms/step - loss: 0.6768
40/40 [==============================] - 0s 2ms/step - loss: 0.6768
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 2.9110
29/40 [====================>.........] - ETA: 0s - loss: 0.8088
40/40 [==============================] - 0s 2ms/step - loss: 0.6803
40/40 [==============================] - 0s 2ms/step - loss: 0.6803
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 2.9035
31/40 [======================>.......] - ETA: 0s - loss: 0.7604
40/40 [==============================] - 0s 2ms/step - loss: 0.6681
40/40 [==============================] - 0s 2ms/step - loss: 0.6681
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 2.9094
29/40 [====================>.........] - ETA: 0s - loss: 0.7689
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 2.9020
31/40 [======================>.......] - ETA: 0s - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.6515
40/40 [==============================] - 0s 2ms/step - loss: 0.6515
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 2.9103
30/40 [=====================>........] - ETA: 0s - loss: 0.7554
40/40 [==============================] - 0s 2ms/step - loss: 0.6410
40/40 [==============================] - 0s 2ms/step - loss: 0.6410
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 2.9029
31/40 [======================>.......] - ETA: 0s - loss: 0.7542
40/40 [==============================] - 0s 2ms/step - loss: 0.6679
40/40 [==============================] - 0s 2ms/step - loss: 0.6679
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 2.9109
32/40 [=======================>......] - ETA: 0s - loss: 0.7521
40/40 [==============================] - 0s 2ms/step - loss: 0.6598
40/40 [==============================] - 0s 2ms/step - loss: 0.6598
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 2.9035
33/40 [=======================>......] - ETA: 0s - loss: 0.7357
40/40 [==============================] - 0s 2ms/step - loss: 0.6725
40/40 [==============================] - 0s 2ms/step - loss: 0.6725
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 2.9105
32/40 [=======================>......] - ETA: 0s - loss: 0.7654
40/40 [==============================] - 0s 2ms/step - loss: 0.6719
40/40 [==============================] - 0s 2ms/step - loss: 0.6719
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 2.9029
30/40 [=====================>........] - ETA: 0s - loss: 0.7678
40/40 [==============================] - 0s 2ms/step - loss: 0.6696
40/40 [==============================] - 0s 2ms/step - loss: 0.6696
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 2.9100
32/40 [=======================>......] - ETA: 0s - loss: 0.7469
40/40 [==============================] - 0s 2ms/step - loss: 0.6538
40/40 [==============================] - 0s 2ms/step - loss: 0.6538
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 2.9025
32/40 [=======================>......] - ETA: 0s - loss: 0.7364
40/40 [==============================] - 0s 2ms/step - loss: 0.6619
40/40 [==============================] - 0s 2ms/step - loss: 0.6619
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 2.9096
33/40 [=======================>......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6540
40/40 [==============================] - 0s 2ms/step - loss: 0.6540
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 2.9021
33/40 [=======================>......] - ETA: 0s - loss: 0.7235
40/40 [==============================] - 0s 2ms/step - loss: 0.6583
40/40 [==============================] - 0s 2ms/step - loss: 0.6583
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 2.9096
32/40 [=======================>......] - ETA: 0s - loss: 0.7437
40/40 [==============================] - 0s 2ms/step - loss: 0.6500
40/40 [==============================] - 0s 2ms/step - loss: 0.6500
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 2.9023
32/40 [=======================>......] - ETA: 0s - loss: 0.7303
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 2.9097
32/40 [=======================>......] - ETA: 0s - loss: 0.7479
40/40 [==============================] - 0s 2ms/step - loss: 0.6538
40/40 [==============================] - 0s 2ms/step - loss: 0.6538
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 2.9025
31/40 [======================>.......] - ETA: 0s - loss: 0.7450
40/40 [==============================] - 0s 2ms/step - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.6571
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 2.9096
32/40 [=======================>......] - ETA: 0s - loss: 0.7453
40/40 [==============================] - 0s 2ms/step - loss: 0.6510
40/40 [==============================] - 0s 2ms/step - loss: 0.6510
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 2.9026
31/40 [======================>.......] - ETA: 0s - loss: 0.7414
40/40 [==============================] - 0s 2ms/step - loss: 0.6539
40/40 [==============================] - 0s 2ms/step - loss: 0.6539
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 2.9095
33/40 [=======================>......] - ETA: 0s - loss: 0.7371
40/40 [==============================] - 0s 2ms/step - loss: 0.6491
40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 2.9028
31/40 [======================>.......] - ETA: 0s - loss: 0.7344
40/40 [==============================] - 0s 2ms/step - loss: 0.6479
40/40 [==============================] - 0s 2ms/step - loss: 0.6479
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 2.9094
31/40 [======================>.......] - ETA: 0s - loss: 0.7535
40/40 [==============================] - 0s 2ms/step - loss: 0.6449
40/40 [==============================] - 0s 2ms/step - loss: 0.6449
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 2.9031
32/40 [=======================>......] - ETA: 0s - loss: 0.7199
40/40 [==============================] - 0s 2ms/step - loss: 0.6483
40/40 [==============================] - 0s 2ms/step - loss: 0.6483
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 2.9098
27/40 [===================>..........] - ETA: 0s - loss: 0.8283
40/40 [==============================] - 0s 2ms/step - loss: 0.6504
40/40 [==============================] - 0s 2ms/step - loss: 0.6504
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 2.9035
31/40 [======================>.......] - ETA: 0s - loss: 0.7347
40/40 [==============================] - 0s 2ms/step - loss: 0.6490
40/40 [==============================] - 0s 2ms/step - loss: 0.6490
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 2.9099
32/40 [=======================>......] - ETA: 0s - loss: 0.7439
40/40 [==============================] - 0s 2ms/step - loss: 0.6494
40/40 [==============================] - 0s 2ms/step - loss: 0.6494
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 2.9037
33/40 [=======================>......] - ETA: 0s - loss: 0.7122
40/40 [==============================] - 0s 2ms/step - loss: 0.6486
40/40 [==============================] - 0s 2ms/step - loss: 0.6486
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 2.9100
33/40 [=======================>......] - ETA: 0s - loss: 0.7406
40/40 [==============================] - 0s 2ms/step - loss: 0.6519
40/40 [==============================] - 0s 2ms/step - loss: 0.6519
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 2.9038
31/40 [======================>.......] - ETA: 0s - loss: 0.7387
40/40 [==============================] - 0s 2ms/step - loss: 0.6531
40/40 [==============================] - 0s 2ms/step - loss: 0.6531
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 2.9102
30/40 [=====================>........] - ETA: 0s - loss: 0.7824
40/40 [==============================] - 0s 2ms/step - loss: 0.6642
40/40 [==============================] - 0s 2ms/step - loss: 0.6642
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 2.9038
30/40 [=====================>........] - ETA: 0s - loss: 0.7518
40/40 [==============================] - 0s 2ms/step - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.6571
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 2.9100
32/40 [=======================>......] - ETA: 0s - loss: 0.7588
40/40 [==============================] - 0s 2ms/step - loss: 0.6637
40/40 [==============================] - 0s 2ms/step - loss: 0.6637
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 2.9035
31/40 [======================>.......] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 2.9097
32/40 [=======================>......] - ETA: 0s - loss: 0.7522
40/40 [==============================] - 0s 2ms/step - loss: 0.6575
40/40 [==============================] - 0s 2ms/step - loss: 0.6575
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 2.9035
33/40 [=======================>......] - ETA: 0s - loss: 0.7162
40/40 [==============================] - 0s 2ms/step - loss: 0.6491
40/40 [==============================] - 0s 2ms/step - loss: 0.6491
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 2.9093
33/40 [=======================>......] - ETA: 0s - loss: 0.7324
40/40 [==============================] - 0s 2ms/step - loss: 0.6426
40/40 [==============================] - 0s 2ms/step - loss: 0.6426
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 2.9037
32/40 [=======================>......] - ETA: 0s - loss: 0.7020
40/40 [==============================] - 0s 2ms/step - loss: 0.6313
40/40 [==============================] - 0s 2ms/step - loss: 0.6313
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 2.9095
32/40 [=======================>......] - ETA: 0s - loss: 0.7162
40/40 [==============================] - 0s 2ms/step - loss: 0.6292
40/40 [==============================] - 0s 2ms/step - loss: 0.6292
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 2.9059
32/40 [=======================>......] - ETA: 0s - loss: 0.6527
40/40 [==============================] - 0s 2ms/step - loss: 0.5913
40/40 [==============================] - 0s 2ms/step - loss: 0.5913
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 2.9102
32/40 [=======================>......] - ETA: 0s - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.6013
40/40 [==============================] - 0s 2ms/step - loss: 0.6013
Epoch: 142
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40/40 [==============================] - 0s 2ms/step - loss: 0.5574
40/40 [==============================] - 0s 2ms/step - loss: 0.5574
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 2.9114
32/40 [=======================>......] - ETA: 0s - loss: 0.6369
40/40 [==============================] - 0s 2ms/step - loss: 0.5902
40/40 [==============================] - 0s 2ms/step - loss: 0.5902
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 2.9130
32/40 [=======================>......] - ETA: 0s - loss: 0.7361
40/40 [==============================] - 0s 2ms/step - loss: 0.6555
40/40 [==============================] - 0s 2ms/step - loss: 0.6555
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 2.9089
32/40 [=======================>......] - ETA: 0s - loss: 0.7538
40/40 [==============================] - 0s 2ms/step - loss: 0.6731
40/40 [==============================] - 0s 2ms/step - loss: 0.6731
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 2.9106
31/40 [======================>.......] - ETA: 0s - loss: 0.7179
40/40 [==============================] - 0s 2ms/step - loss: 0.6236
40/40 [==============================] - 0s 2ms/step - loss: 0.6236
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 2.9080
31/40 [======================>.......] - ETA: 0s - loss: 0.6291
40/40 [==============================] - 0s 2ms/step - loss: 0.5669
40/40 [==============================] - 0s 2ms/step - loss: 0.5669
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 2.9109
32/40 [=======================>......] - ETA: 0s - loss: 0.6134
40/40 [==============================] - 0s 2ms/step - loss: 0.5583
40/40 [==============================] - 0s 2ms/step - loss: 0.5583
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 2.9118
32/40 [=======================>......] - ETA: 0s - loss: 0.6532
40/40 [==============================] - 0s 2ms/step - loss: 0.5969
40/40 [==============================] - 0s 2ms/step - loss: 0.5969
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 2.9137
31/40 [======================>.......] - ETA: 0s - loss: 0.7155
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 2.9123
31/40 [======================>.......] - ETA: 0s - loss: 0.6066
40/40 [==============================] - 0s 2ms/step - loss: 0.5539
40/40 [==============================] - 0s 2ms/step - loss: 0.5539
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 2.9122
31/40 [======================>.......] - ETA: 0s - loss: 0.7186
40/40 [==============================] - 0s 2ms/step - loss: 0.6448
40/40 [==============================] - 0s 2ms/step - loss: 0.6448
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 2.9131
31/40 [======================>.......] - ETA: 0s - loss: 0.7073
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 2.9081
31/40 [======================>.......] - ETA: 0s - loss: 0.8042
40/40 [==============================] - 0s 2ms/step - loss: 0.7022
40/40 [==============================] - 0s 2ms/step - loss: 0.7022
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 2.9105
32/40 [=======================>......] - ETA: 0s - loss: 0.7039
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
40/40 [==============================] - 0s 2ms/step - loss: 0.6167
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 2.9060
32/40 [=======================>......] - ETA: 0s - loss: 0.7168
40/40 [==============================] - 0s 2ms/step - loss: 0.6484
40/40 [==============================] - 0s 2ms/step - loss: 0.6484
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 2.9112
32/40 [=======================>......] - ETA: 0s - loss: 0.7794
40/40 [==============================] - 0s 2ms/step - loss: 0.6745
40/40 [==============================] - 0s 2ms/step - loss: 0.6745
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 2.9050
32/40 [=======================>......] - ETA: 0s - loss: 0.7589
40/40 [==============================] - 0s 2ms/step - loss: 0.7003
40/40 [==============================] - 0s 2ms/step - loss: 0.7003
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 2.9128
29/40 [====================>.........] - ETA: 0s - loss: 0.8655
40/40 [==============================] - 0s 2ms/step - loss: 0.7636
40/40 [==============================] - 0s 2ms/step - loss: 0.7636
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 2.9100
32/40 [=======================>......] - ETA: 0s - loss: 0.7084
40/40 [==============================] - 0s 2ms/step - loss: 0.6437
40/40 [==============================] - 0s 2ms/step - loss: 0.6437
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 2.9110
32/40 [=======================>......] - ETA: 0s - loss: 0.6912
40/40 [==============================] - 0s 2ms/step - loss: 0.6147
40/40 [==============================] - 0s 2ms/step - loss: 0.6147
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 2.9050
31/40 [======================>.......] - ETA: 0s - loss: 0.7716
40/40 [==============================] - 0s 2ms/step - loss: 0.6723
40/40 [==============================] - 0s 2ms/step - loss: 0.6723
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 2.9076
31/40 [======================>.......] - ETA: 0s - loss: 0.6998
40/40 [==============================] - 0s 2ms/step - loss: 0.6062
40/40 [==============================] - 0s 2ms/step - loss: 0.6062
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 2.9052
32/40 [=======================>......] - ETA: 0s - loss: 0.6464
40/40 [==============================] - 0s 2ms/step - loss: 0.5900
40/40 [==============================] - 0s 2ms/step - loss: 0.5900
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 2.9105
31/40 [======================>.......] - ETA: 0s - loss: 0.6788
40/40 [==============================] - 0s 2ms/step - loss: 0.5929
40/40 [==============================] - 0s 2ms/step - loss: 0.5929
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 2.9081
31/40 [======================>.......] - ETA: 0s - loss: 0.6928
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 2.9112
32/40 [=======================>......] - ETA: 0s - loss: 0.7410
40/40 [==============================] - 0s 2ms/step - loss: 0.6465
40/40 [==============================] - 0s 2ms/step - loss: 0.6465
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 2.9054
31/40 [======================>.......] - ETA: 0s - loss: 0.7874
40/40 [==============================] - 0s 2ms/step - loss: 0.7043
40/40 [==============================] - 0s 2ms/step - loss: 0.7043
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 2.9120
32/40 [=======================>......] - ETA: 0s - loss: 0.8569
40/40 [==============================] - 0s 2ms/step - loss: 0.7733
40/40 [==============================] - 0s 2ms/step - loss: 0.7733
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 2.9081
32/40 [=======================>......] - ETA: 0s - loss: 0.7385
40/40 [==============================] - 0s 2ms/step - loss: 0.6570
40/40 [==============================] - 0s 2ms/step - loss: 0.6570
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 2.9087
32/40 [=======================>......] - ETA: 0s - loss: 0.6625
40/40 [==============================] - 0s 2ms/step - loss: 0.5960
40/40 [==============================] - 0s 2ms/step - loss: 0.5960
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 2.9083
33/40 [=======================>......] - ETA: 0s - loss: 0.6038
40/40 [==============================] - 0s 2ms/step - loss: 0.5563
40/40 [==============================] - 0s 2ms/step - loss: 0.5563
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 2.9105
32/40 [=======================>......] - ETA: 0s - loss: 0.6438
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
40/40 [==============================] - 0s 2ms/step - loss: 0.5936
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 2.9124
33/40 [=======================>......] - ETA: 0s - loss: 0.7297
40/40 [==============================] - 0s 2ms/step - loss: 0.6504
40/40 [==============================] - 0s 2ms/step - loss: 0.6504
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 2.9078
32/40 [=======================>......] - ETA: 0s - loss: 0.7700
40/40 [==============================] - 0s 2ms/step - loss: 0.6957
40/40 [==============================] - 0s 2ms/step - loss: 0.6957
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 2.9117
31/40 [======================>.......] - ETA: 0s - loss: 0.8347
40/40 [==============================] - 0s 2ms/step - loss: 0.7319
40/40 [==============================] - 0s 2ms/step - loss: 0.7319
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 2.9069
31/40 [======================>.......] - ETA: 0s - loss: 0.7785
40/40 [==============================] - 0s 2ms/step - loss: 0.6852
40/40 [==============================] - 0s 2ms/step - loss: 0.6852
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 2.9103
32/40 [=======================>......] - ETA: 0s - loss: 0.7627
40/40 [==============================] - 0s 2ms/step - loss: 0.6676
40/40 [==============================] - 0s 2ms/step - loss: 0.6676
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 2.9043
31/40 [======================>.......] - ETA: 0s - loss: 0.7703
40/40 [==============================] - 0s 2ms/step - loss: 0.6818
40/40 [==============================] - 0s 2ms/step - loss: 0.6818
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 2.9100
30/40 [=====================>........] - ETA: 0s - loss: 0.8220
40/40 [==============================] - 0s 2ms/step - loss: 0.7093
40/40 [==============================] - 0s 2ms/step - loss: 0.7093
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 2.9043
31/40 [======================>.......] - ETA: 0s - loss: 0.7505
40/40 [==============================] - 0s 2ms/step - loss: 0.6578
40/40 [==============================] - 0s 2ms/step - loss: 0.6578
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 2.9080
29/40 [====================>.........] - ETA: 0s - loss: 0.7512
40/40 [==============================] - 0s 2ms/step - loss: 0.6272
40/40 [==============================] - 0s 2ms/step - loss: 0.6272
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 2.9043
34/40 [========================>.....] - ETA: 0s - loss: 0.6522
40/40 [==============================] - 0s 2ms/step - loss: 0.6003
40/40 [==============================] - 0s 2ms/step - loss: 0.6003
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 2.9096
29/40 [====================>.........] - ETA: 0s - loss: 0.7569
40/40 [==============================] - 0s 2ms/step - loss: 0.6309
40/40 [==============================] - 0s 2ms/step - loss: 0.6309
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 2.9060
31/40 [======================>.......] - ETA: 0s - loss: 0.7028
40/40 [==============================] - 0s 2ms/step - loss: 0.6237
40/40 [==============================] - 0s 2ms/step - loss: 0.6237
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 2.9100
32/40 [=======================>......] - ETA: 0s - loss: 0.7721
40/40 [==============================] - 0s 2ms/step - loss: 0.6688
40/40 [==============================] - 0s 2ms/step - loss: 0.6688
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 2.9051
31/40 [======================>.......] - ETA: 0s - loss: 0.7571
40/40 [==============================] - 0s 2ms/step - loss: 0.6796
40/40 [==============================] - 0s 2ms/step - loss: 0.6796
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 2.9115
32/40 [=======================>......] - ETA: 0s - loss: 0.8844
40/40 [==============================] - 0s 2ms/step - loss: 0.7966
40/40 [==============================] - 0s 2ms/step - loss: 0.7966
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 2.9081
32/40 [=======================>......] - ETA: 0s - loss: 0.7150
40/40 [==============================] - 0s 2ms/step - loss: 0.6370
40/40 [==============================] - 0s 2ms/step - loss: 0.6370
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 2.9084
32/40 [=======================>......] - ETA: 0s - loss: 0.6625
40/40 [==============================] - 0s 2ms/step - loss: 0.6047
40/40 [==============================] - 0s 2ms/step - loss: 0.6047
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 2.9082
32/40 [=======================>......] - ETA: 0s - loss: 0.6061
40/40 [==============================] - 0s 2ms/step - loss: 0.5554
40/40 [==============================] - 0s 2ms/step - loss: 0.5554
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 2.9089
32/40 [=======================>......] - ETA: 0s - loss: 0.6825
40/40 [==============================] - 0s 2ms/step - loss: 0.6213
40/40 [==============================] - 0s 2ms/step - loss: 0.6213
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 2.9098
32/40 [=======================>......] - ETA: 0s - loss: 0.7013
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
40/40 [==============================] - 0s 2ms/step - loss: 0.6201
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 2.9042
31/40 [======================>.......] - ETA: 0s - loss: 0.7608
40/40 [==============================] - 0s 2ms/step - loss: 0.6615
40/40 [==============================] - 0s 2ms/step - loss: 0.6615
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 2.9065
32/40 [=======================>......] - ETA: 0s - loss: 0.6929
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 2.9049
28/40 [====================>.........] - ETA: 0s - loss: 0.6666
40/40 [==============================] - 0s 2ms/step - loss: 0.5657
40/40 [==============================] - 0s 2ms/step - loss: 0.5657
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 2.9093
31/40 [======================>.......] - ETA: 0s - loss: 0.6196
40/40 [==============================] - 0s 2ms/step - loss: 0.5503
40/40 [==============================] - 0s 2ms/step - loss: 0.5503
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 2.9106
30/40 [=====================>........] - ETA: 0s - loss: 0.6838
40/40 [==============================] - 0s 2ms/step - loss: 0.6086
40/40 [==============================] - 0s 2ms/step - loss: 0.6086
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 2.9127
31/40 [======================>.......] - ETA: 0s - loss: 0.8218
40/40 [==============================] - 0s 2ms/step - loss: 0.6955
40/40 [==============================] - 0s 2ms/step - loss: 0.6955
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 2.9097
31/40 [======================>.......] - ETA: 0s - loss: 0.7494
40/40 [==============================] - 0s 2ms/step - loss: 0.6900
40/40 [==============================] - 0s 2ms/step - loss: 0.6900
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 2.9136
31/40 [======================>.......] - ETA: 0s - loss: 0.9371
40/40 [==============================] - 0s 2ms/step - loss: 0.8615
40/40 [==============================] - 0s 2ms/step - loss: 0.8615
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 2.9121
32/40 [=======================>......] - ETA: 0s - loss: 0.6428
40/40 [==============================] - 0s 2ms/step - loss: 0.5948
40/40 [==============================] - 0s 2ms/step - loss: 0.5948
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 2.9121
31/40 [======================>.......] - ETA: 0s - loss: 0.7157
40/40 [==============================] - 0s 2ms/step - loss: 0.6326
40/40 [==============================] - 0s 2ms/step - loss: 0.6326
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 2.9087
33/40 [=======================>......] - ETA: 0s - loss: 0.7055
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
40/40 [==============================] - 0s 2ms/step - loss: 0.6344
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 2.9086
32/40 [=======================>......] - ETA: 0s - loss: 0.6496
40/40 [==============================] - 0s 2ms/step - loss: 0.5816
40/40 [==============================] - 0s 2ms/step - loss: 0.5816
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 2.9071
32/40 [=======================>......] - ETA: 0s - loss: 0.6382
40/40 [==============================] - 0s 2ms/step - loss: 0.5863
40/40 [==============================] - 0s 2ms/step - loss: 0.5863
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 2.9102
32/40 [=======================>......] - ETA: 0s - loss: 0.7155
40/40 [==============================] - 0s 2ms/step - loss: 0.6324
40/40 [==============================] - 0s 2ms/step - loss: 0.6324
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 2.9055
31/40 [======================>.......] - ETA: 0s - loss: 0.7560
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
40/40 [==============================] - 0s 2ms/step - loss: 0.6572
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 2.9070
31/40 [======================>.......] - ETA: 0s - loss: 0.6986
40/40 [==============================] - 0s 2ms/step - loss: 0.6110
40/40 [==============================] - 0s 2ms/step - loss: 0.6110
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 2.9065
33/40 [=======================>......] - ETA: 0s - loss: 0.6108
40/40 [==============================] - 0s 2ms/step - loss: 0.5549
40/40 [==============================] - 0s 2ms/step - loss: 0.5549
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 2.9086
32/40 [=======================>......] - ETA: 0s - loss: 0.6725
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
40/40 [==============================] - 0s 2ms/step - loss: 0.6122
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 2.9102
32/40 [=======================>......] - ETA: 0s - loss: 0.7310
40/40 [==============================] - 0s 2ms/step - loss: 0.6408
40/40 [==============================] - 0s 2ms/step - loss: 0.6408
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 2.9047
32/40 [=======================>......] - ETA: 0s - loss: 0.7607
40/40 [==============================] - 0s 2ms/step - loss: 0.6829
40/40 [==============================] - 0s 2ms/step - loss: 0.6829
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 2.9093
32/40 [=======================>......] - ETA: 0s - loss: 0.7837
40/40 [==============================] - 0s 2ms/step - loss: 0.6854
40/40 [==============================] - 0s 2ms/step - loss: 0.6854
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 2.9028
32/40 [=======================>......] - ETA: 0s - loss: 0.7743
40/40 [==============================] - 0s 2ms/step - loss: 0.7005
40/40 [==============================] - 0s 2ms/step - loss: 0.7005
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 2.9096
32/40 [=======================>......] - ETA: 0s - loss: 0.8536
40/40 [==============================] - 0s 2ms/step - loss: 0.7624
40/40 [==============================] - 0s 2ms/step - loss: 0.7624
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 2.9030
30/40 [=====================>........] - ETA: 0s - loss: 0.8018
40/40 [==============================] - 0s 2ms/step - loss: 0.6942
40/40 [==============================] - 0s 2ms/step - loss: 0.6942
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 2.9079
33/40 [=======================>......] - ETA: 0s - loss: 0.7367
40/40 [==============================] - 0s 2ms/step - loss: 0.6527
40/40 [==============================] - 0s 2ms/step - loss: 0.6527
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 2.9023
31/40 [======================>.......] - ETA: 0s - loss: 0.7407
40/40 [==============================] - 0s 2ms/step - loss: 0.6485
40/40 [==============================] - 0s 2ms/step - loss: 0.6485
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 2.9063
32/40 [=======================>......] - ETA: 0s - loss: 0.7253
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
40/40 [==============================] - 0s 2ms/step - loss: 0.6335
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 2.9030
32/40 [=======================>......] - ETA: 0s - loss: 0.6523
40/40 [==============================] - 0s 2ms/step - loss: 0.5901
40/40 [==============================] - 0s 2ms/step - loss: 0.5901
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 2.9083
33/40 [=======================>......] - ETA: 0s - loss: 0.6885
40/40 [==============================] - 0s 2ms/step - loss: 0.6153
40/40 [==============================] - 0s 2ms/step - loss: 0.6153
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 2.9073
32/40 [=======================>......] - ETA: 0s - loss: 0.6043
40/40 [==============================] - 0s 2ms/step - loss: 0.5536
40/40 [==============================] - 0s 2ms/step - loss: 0.5536
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 2.9081
32/40 [=======================>......] - ETA: 0s - loss: 0.6726
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
40/40 [==============================] - 0s 2ms/step - loss: 0.6129
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 2.9091
32/40 [=======================>......] - ETA: 0s - loss: 0.7089
40/40 [==============================] - 0s 2ms/step - loss: 0.6261
40/40 [==============================] - 0s 2ms/step - loss: 0.6261
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 2.9036
31/40 [======================>.......] - ETA: 0s - loss: 0.7639
40/40 [==============================] - 0s 2ms/step - loss: 0.6626
40/40 [==============================] - 0s 2ms/step - loss: 0.6626
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 2.9054
31/40 [======================>.......] - ETA: 0s - loss: 0.7034
40/40 [==============================] - 0s 2ms/step - loss: 0.6107
40/40 [==============================] - 0s 2ms/step - loss: 0.6107
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 2.9047
32/40 [=======================>......] - ETA: 0s - loss: 0.6087
40/40 [==============================] - 0s 2ms/step - loss: 0.5557
40/40 [==============================] - 0s 2ms/step - loss: 0.5557
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6418
40/40 [==============================] - 0s 2ms/step - loss: 0.5792
40/40 [==============================] - 0s 2ms/step - loss: 0.5792
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 2.9107
33/40 [=======================>......] - ETA: 0s - loss: 0.6888
40/40 [==============================] - 0s 2ms/step - loss: 0.6084
40/40 [==============================] - 0s 2ms/step - loss: 0.6084
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 2.9084
33/40 [=======================>......] - ETA: 0s - loss: 0.6521
40/40 [==============================] - 0s 2ms/step - loss: 0.6060
40/40 [==============================] - 0s 2ms/step - loss: 0.6060
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 2.9108
31/40 [======================>.......] - ETA: 0s - loss: 0.7841
40/40 [==============================] - 0s 2ms/step - loss: 0.6697
40/40 [==============================] - 0s 2ms/step - loss: 0.6697
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 2.9059
32/40 [=======================>......] - ETA: 0s - loss: 0.8050
40/40 [==============================] - 0s 2ms/step - loss: 0.7363
40/40 [==============================] - 0s 2ms/step - loss: 0.7363
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 2.9111
31/40 [======================>.......] - ETA: 0s - loss: 0.8949
40/40 [==============================] - 0s 2ms/step - loss: 0.8225
40/40 [==============================] - 0s 2ms/step - loss: 0.8225
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6728
40/40 [==============================] - 0s 2ms/step - loss: 0.6053
40/40 [==============================] - 0s 2ms/step - loss: 0.6053
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 2.9083
31/40 [======================>.......] - ETA: 0s - loss: 0.6720
40/40 [==============================] - 0s 2ms/step - loss: 0.5948
40/40 [==============================] - 0s 2ms/step - loss: 0.5948
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 2.9037
31/40 [======================>.......] - ETA: 0s - loss: 0.7251
40/40 [==============================] - 0s 2ms/step - loss: 0.6368
40/40 [==============================] - 0s 2ms/step - loss: 0.6368
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 2.9036
32/40 [=======================>......] - ETA: 0s - loss: 0.6411
40/40 [==============================] - 0s 2ms/step - loss: 0.5715
40/40 [==============================] - 0s 2ms/step - loss: 0.5715
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 2.9028
31/40 [======================>.......] - ETA: 0s - loss: 0.7098
40/40 [==============================] - 0s 2ms/step - loss: 0.6244
40/40 [==============================] - 0s 2ms/step - loss: 0.6244
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 2.9056
32/40 [=======================>......] - ETA: 0s - loss: 0.6853
40/40 [==============================] - 0s 2ms/step - loss: 0.6037
40/40 [==============================] - 0s 2ms/step - loss: 0.6037
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 2.9036
31/40 [======================>.......] - ETA: 0s - loss: 0.6705
40/40 [==============================] - 0s 2ms/step - loss: 0.5979
40/40 [==============================] - 0s 2ms/step - loss: 0.5979
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 2.9085
32/40 [=======================>......] - ETA: 0s - loss: 0.7185
40/40 [==============================] - 0s 2ms/step - loss: 0.6276
40/40 [==============================] - 0s 2ms/step - loss: 0.6276
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 2.9049
29/40 [====================>.........] - ETA: 0s - loss: 0.7447
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
40/40 [==============================] - 0s 2ms/step - loss: 0.6388
Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 2.9089
32/40 [=======================>......] - ETA: 0s - loss: 0.7926
40/40 [==============================] - 0s 2ms/step - loss: 0.6835
40/40 [==============================] - 0s 2ms/step - loss: 0.6835
Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 2.9040
33/40 [=======================>......] - ETA: 0s - loss: 0.7633
40/40 [==============================] - 0s 2ms/step - loss: 0.7051
40/40 [==============================] - 0s 2ms/step - loss: 0.7051
Epoch: 246
1/40 [..............................] - ETA: 0s - loss: 2.9108
32/40 [=======================>......] - ETA: 0s - loss: 0.9452
40/40 [==============================] - 0s 2ms/step - loss: 0.8512
40/40 [==============================] - 0s 2ms/step - loss: 0.8512
Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 2.9071
33/40 [=======================>......] - ETA: 0s - loss: 0.6984
40/40 [==============================] - 0s 2ms/step - loss: 0.6249
40/40 [==============================] - 0s 2ms/step - loss: 0.6249
Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 2.9067
33/40 [=======================>......] - ETA: 0s - loss: 0.6571
40/40 [==============================] - 0s 2ms/step - loss: 0.5865
40/40 [==============================] - 0s 2ms/step - loss: 0.5865
Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 2.9062
32/40 [=======================>......] - ETA: 0s - loss: 0.5981
40/40 [==============================] - 0s 2ms/step - loss: 0.5507
40/40 [==============================] - 0s 2ms/step - loss: 0.5507
Epoch: 250
1/40 [..............................] - ETA: 0s - loss: 1.3442
36/40 [==========================>...] - ETA: 0s - loss: 0.4607
40/40 [==============================] - 0s 1ms/step - loss: 0.5221
40/40 [==============================] - 0s 1ms/step - loss: 0.5221
Epoch: 1
1/40 [..............................] - ETA: 0s - loss: 1.3343
36/40 [==========================>...] - ETA: 0s - loss: 0.4592
40/40 [==============================] - 0s 1ms/step - loss: 0.5204
40/40 [==============================] - 0s 1ms/step - loss: 0.5204
Epoch: 2
1/40 [..............................] - ETA: 0s - loss: 1.3372
35/40 [=========================>....] - ETA: 0s - loss: 0.4649
40/40 [==============================] - 0s 1ms/step - loss: 0.5204
40/40 [==============================] - 0s 2ms/step - loss: 0.5204
Epoch: 3
1/40 [..............................] - ETA: 0s - loss: 1.3385
35/40 [=========================>....] - ETA: 0s - loss: 0.4649
40/40 [==============================] - 0s 1ms/step - loss: 0.5204
40/40 [==============================] - 0s 2ms/step - loss: 0.5204
Epoch: 4
1/40 [..............................] - ETA: 0s - loss: 1.3391
33/40 [=======================>......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 5
1/40 [..............................] - ETA: 0s - loss: 1.3393
31/40 [======================>.......] - ETA: 0s - loss: 0.4752
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 6
1/40 [..............................] - ETA: 0s - loss: 1.3396
32/40 [=======================>......] - ETA: 0s - loss: 0.4732
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 7
1/40 [..............................] - ETA: 0s - loss: 1.3397
31/40 [======================>.......] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 8
1/40 [..............................] - ETA: 0s - loss: 1.3396
27/40 [===================>..........] - ETA: 0s - loss: 0.4970
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 9
1/40 [..............................] - ETA: 0s - loss: 1.3397
32/40 [=======================>......] - ETA: 0s - loss: 0.4731
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 10
1/40 [..............................] - ETA: 0s - loss: 1.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.4731
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 11
1/40 [..............................] - ETA: 0s - loss: 1.3398
31/40 [======================>.......] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 12
1/40 [..............................] - ETA: 0s - loss: 1.3398
32/40 [=======================>......] - ETA: 0s - loss: 0.4730
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 13
1/40 [..............................] - ETA: 0s - loss: 1.3399
32/40 [=======================>......] - ETA: 0s - loss: 0.4730
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 14
1/40 [..............................] - ETA: 0s - loss: 1.3400
31/40 [======================>.......] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 15
1/40 [..............................] - ETA: 0s - loss: 1.3402
32/40 [=======================>......] - ETA: 0s - loss: 0.4728
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
40/40 [==============================] - 0s 2ms/step - loss: 0.5203
Epoch: 16
1/40 [..............................] - ETA: 0s - loss: 1.3405
32/40 [=======================>......] - ETA: 0s - loss: 0.4727
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch: 17
1/40 [..............................] - ETA: 0s - loss: 1.3410
32/40 [=======================>......] - ETA: 0s - loss: 0.4726
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
40/40 [==============================] - 0s 2ms/step - loss: 0.5202
Epoch: 18
1/40 [..............................] - ETA: 0s - loss: 1.3415
31/40 [======================>.......] - ETA: 0s - loss: 0.4748
40/40 [==============================] - 0s 2ms/step - loss: 0.5201
40/40 [==============================] - 0s 2ms/step - loss: 0.5201
Epoch: 19
1/40 [..............................] - ETA: 0s - loss: 1.3421
30/40 [=====================>........] - ETA: 0s - loss: 0.4836
40/40 [==============================] - 0s 2ms/step - loss: 0.5200
40/40 [==============================] - 0s 2ms/step - loss: 0.5200
Epoch: 20
1/40 [..............................] - ETA: 0s - loss: 1.3429
33/40 [=======================>......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
40/40 [==============================] - 0s 2ms/step - loss: 0.5199
Epoch: 21
1/40 [..............................] - ETA: 0s - loss: 1.3439
32/40 [=======================>......] - ETA: 0s - loss: 0.4718
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
40/40 [==============================] - 0s 2ms/step - loss: 0.5197
Epoch: 22
1/40 [..............................] - ETA: 0s - loss: 1.3453
33/40 [=======================>......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
40/40 [==============================] - 0s 2ms/step - loss: 0.5198
Epoch: 23
1/40 [..............................] - ETA: 0s - loss: 1.3466
32/40 [=======================>......] - ETA: 0s - loss: 0.4714
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
40/40 [==============================] - 0s 2ms/step - loss: 0.5195
Epoch: 24
1/40 [..............................] - ETA: 0s - loss: 1.3479
32/40 [=======================>......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
40/40 [==============================] - 0s 2ms/step - loss: 0.5193
Epoch: 25
1/40 [..............................] - ETA: 0s - loss: 1.3496
33/40 [=======================>......] - ETA: 0s - loss: 0.4683
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
40/40 [==============================] - 0s 2ms/step - loss: 0.5191
Epoch: 26
1/40 [..............................] - ETA: 0s - loss: 1.3513
33/40 [=======================>......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
40/40 [==============================] - 0s 2ms/step - loss: 0.5188
Epoch: 27
1/40 [..............................] - ETA: 0s - loss: 1.3537
32/40 [=======================>......] - ETA: 0s - loss: 0.4703
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
40/40 [==============================] - 0s 2ms/step - loss: 0.5186
Epoch: 28
1/40 [..............................] - ETA: 0s - loss: 1.3562
32/40 [=======================>......] - ETA: 0s - loss: 0.4702
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
40/40 [==============================] - 0s 2ms/step - loss: 0.5185
Epoch: 29
1/40 [..............................] - ETA: 0s - loss: 1.3578
32/40 [=======================>......] - ETA: 0s - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
40/40 [==============================] - 0s 2ms/step - loss: 0.5182
Epoch: 30
1/40 [..............................] - ETA: 0s - loss: 1.3592
32/40 [=======================>......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
40/40 [==============================] - 0s 2ms/step - loss: 0.5180
Epoch: 31
1/40 [..............................] - ETA: 0s - loss: 1.3603
32/40 [=======================>......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch: 32
1/40 [..............................] - ETA: 0s - loss: 1.3613
30/40 [=====================>........] - ETA: 0s - loss: 0.4809
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
40/40 [==============================] - 0s 2ms/step - loss: 0.5177
Epoch: 33
1/40 [..............................] - ETA: 0s - loss: 1.3623
31/40 [======================>.......] - ETA: 0s - loss: 0.4720
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
40/40 [==============================] - 0s 2ms/step - loss: 0.5176
Epoch: 34
1/40 [..............................] - ETA: 0s - loss: 1.3629
31/40 [======================>.......] - ETA: 0s - loss: 0.4718
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
40/40 [==============================] - 0s 2ms/step - loss: 0.5175
Epoch: 35
1/40 [..............................] - ETA: 0s - loss: 1.3635
30/40 [=====================>........] - ETA: 0s - loss: 0.4804
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
40/40 [==============================] - 0s 2ms/step - loss: 0.5173
Epoch: 36
1/40 [..............................] - ETA: 0s - loss: 1.3638
30/40 [=====================>........] - ETA: 0s - loss: 0.4804
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
40/40 [==============================] - 0s 2ms/step - loss: 0.5172
Epoch: 37
1/40 [..............................] - ETA: 0s - loss: 1.3642
31/40 [======================>.......] - ETA: 0s - loss: 0.4713
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
40/40 [==============================] - 0s 2ms/step - loss: 0.5171
Epoch: 38
1/40 [..............................] - ETA: 0s - loss: 1.3642
31/40 [======================>.......] - ETA: 0s - loss: 0.4711
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
40/40 [==============================] - 0s 2ms/step - loss: 0.5169
Epoch: 39
1/40 [..............................] - ETA: 0s - loss: 1.3645
29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch: 40
1/40 [..............................] - ETA: 0s - loss: 1.3644
30/40 [=====================>........] - ETA: 0s - loss: 0.4797
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch: 41
1/40 [..............................] - ETA: 0s - loss: 1.3648
29/40 [====================>.........] - ETA: 0s - loss: 0.4822
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch: 42
1/40 [..............................] - ETA: 0s - loss: 1.3648
30/40 [=====================>........] - ETA: 0s - loss: 0.4798
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch: 43
1/40 [..............................] - ETA: 0s - loss: 1.3654
32/40 [=======================>......] - ETA: 0s - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
40/40 [==============================] - 0s 2ms/step - loss: 0.5167
Epoch: 44
1/40 [..............................] - ETA: 0s - loss: 1.3651
32/40 [=======================>......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5165
40/40 [==============================] - 0s 2ms/step - loss: 0.5165
Epoch: 45
1/40 [..............................] - ETA: 0s - loss: 1.3654
29/40 [====================>.........] - ETA: 0s - loss: 0.4819
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
40/40 [==============================] - 0s 2ms/step - loss: 0.5164
Epoch: 46
1/40 [..............................] - ETA: 0s - loss: 1.3654
30/40 [=====================>........] - ETA: 0s - loss: 0.4793
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch: 47
1/40 [..............................] - ETA: 0s - loss: 1.3656
31/40 [======================>.......] - ETA: 0s - loss: 0.4704
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch: 48
1/40 [..............................] - ETA: 0s - loss: 1.3658
32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
40/40 [==============================] - 0s 2ms/step - loss: 0.5163
Epoch: 49
1/40 [..............................] - ETA: 0s - loss: 1.3659
32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch: 50
1/40 [..............................] - ETA: 0s - loss: 1.3662
32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch: 51
1/40 [..............................] - ETA: 0s - loss: 1.3662
32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch: 52
1/40 [..............................] - ETA: 0s - loss: 1.3666
32/40 [=======================>......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
40/40 [==============================] - 0s 2ms/step - loss: 0.5162
Epoch: 53
1/40 [..............................] - ETA: 0s - loss: 1.3666
32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5161
40/40 [==============================] - 0s 2ms/step - loss: 0.5161
Epoch: 54
1/40 [..............................] - ETA: 0s - loss: 1.3670
32/40 [=======================>......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5161
40/40 [==============================] - 0s 2ms/step - loss: 0.5161
Epoch: 55
1/40 [..............................] - ETA: 0s - loss: 1.3669
29/40 [====================>.........] - ETA: 0s - loss: 0.4815
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch: 56
1/40 [..............................] - ETA: 0s - loss: 1.3672
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch: 57
1/40 [..............................] - ETA: 0s - loss: 1.3671
33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 58
1/40 [..............................] - ETA: 0s - loss: 1.3674
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
40/40 [==============================] - 0s 2ms/step - loss: 0.5160
Epoch: 59
1/40 [..............................] - ETA: 0s - loss: 1.3675
32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 60
1/40 [..............................] - ETA: 0s - loss: 1.3677
32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 61
1/40 [..............................] - ETA: 0s - loss: 1.3680
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 62
1/40 [..............................] - ETA: 0s - loss: 1.3682
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40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 63
1/40 [..............................] - ETA: 0s - loss: 1.3685
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 64
1/40 [..............................] - ETA: 0s - loss: 1.3687
32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
40/40 [==============================] - 0s 2ms/step - loss: 0.5159
Epoch: 65
1/40 [..............................] - ETA: 0s - loss: 1.3688
32/40 [=======================>......] - ETA: 0s - loss: 0.4674
40/40 [==============================] - 0s 2ms/step - loss: 0.5158
40/40 [==============================] - 0s 2ms/step - loss: 0.5158
Epoch: 66
1/40 [..............................] - ETA: 0s - loss: 1.3689
31/40 [======================>.......] - ETA: 0s - loss: 0.4698
40/40 [==============================] - 0s 2ms/step - loss: 0.5158
40/40 [==============================] - 0s 2ms/step - loss: 0.5158
Epoch: 67
1/40 [..............................] - ETA: 0s - loss: 1.3690
32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch: 68
1/40 [..............................] - ETA: 0s - loss: 1.3691
32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch: 69
1/40 [..............................] - ETA: 0s - loss: 1.3694
32/40 [=======================>......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
40/40 [==============================] - 0s 2ms/step - loss: 0.5157
Epoch: 70
1/40 [..............................] - ETA: 0s - loss: 1.3696
33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 71
1/40 [..............................] - ETA: 0s - loss: 1.3698
31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 72
1/40 [..............................] - ETA: 0s - loss: 1.3700
29/40 [====================>.........] - ETA: 0s - loss: 0.4811
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 73
1/40 [..............................] - ETA: 0s - loss: 1.3702
31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 74
1/40 [..............................] - ETA: 0s - loss: 1.3704
31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 75
1/40 [..............................] - ETA: 0s - loss: 1.3706
31/40 [======================>.......] - ETA: 0s - loss: 0.4696
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
40/40 [==============================] - 0s 2ms/step - loss: 0.5156
Epoch: 76
1/40 [..............................] - ETA: 0s - loss: 1.3707
30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch: 77
1/40 [..............................] - ETA: 0s - loss: 1.3709
30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch: 78
1/40 [..............................] - ETA: 0s - loss: 1.3709
31/40 [======================>.......] - ETA: 0s - loss: 0.4695
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch: 79
1/40 [..............................] - ETA: 0s - loss: 1.3712
34/40 [========================>.....] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch: 80
1/40 [..............................] - ETA: 0s - loss: 1.3714
30/40 [=====================>........] - ETA: 0s - loss: 0.4783
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
40/40 [==============================] - 0s 2ms/step - loss: 0.5155
Epoch: 81
1/40 [..............................] - ETA: 0s - loss: 1.3715
31/40 [======================>.......] - ETA: 0s - loss: 0.4694
40/40 [==============================] - 0s 2ms/step - loss: 0.5154
40/40 [==============================] - 0s 2ms/step - loss: 0.5154
Epoch: 82
1/40 [..............................] - ETA: 0s - loss: 1.3717
32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5154
40/40 [==============================] - 0s 2ms/step - loss: 0.5154
Epoch: 83
1/40 [..............................] - ETA: 0s - loss: 1.3718
29/40 [====================>.........] - ETA: 0s - loss: 0.4809
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch: 84
1/40 [..............................] - ETA: 0s - loss: 1.3721
32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch: 85
1/40 [..............................] - ETA: 0s - loss: 1.3722
33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch: 86
1/40 [..............................] - ETA: 0s - loss: 1.3724
32/40 [=======================>......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch: 87
1/40 [..............................] - ETA: 0s - loss: 1.3725
31/40 [======================>.......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
40/40 [==============================] - 0s 2ms/step - loss: 0.5153
Epoch: 88
1/40 [..............................] - ETA: 0s - loss: 1.3727
31/40 [======================>.......] - ETA: 0s - loss: 0.4692
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 89
1/40 [..............................] - ETA: 0s - loss: 1.3729
30/40 [=====================>........] - ETA: 0s - loss: 0.4779
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 90
1/40 [..............................] - ETA: 0s - loss: 1.3730
31/40 [======================>.......] - ETA: 0s - loss: 0.4691
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 91
1/40 [..............................] - ETA: 0s - loss: 1.3732
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 92
1/40 [..............................] - ETA: 0s - loss: 1.3734
32/40 [=======================>......] - ETA: 0s - loss: 0.4669
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 93
1/40 [..............................] - ETA: 0s - loss: 1.3736
30/40 [=====================>........] - ETA: 0s - loss: 0.4778
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
40/40 [==============================] - 0s 2ms/step - loss: 0.5152
Epoch: 94
1/40 [..............................] - ETA: 0s - loss: 1.3738
31/40 [======================>.......] - ETA: 0s - loss: 0.4690
40/40 [==============================] - 0s 2ms/step - loss: 0.5151
40/40 [==============================] - 0s 2ms/step - loss: 0.5151
Epoch: 95
1/40 [..............................] - ETA: 0s - loss: 1.3739
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5151
40/40 [==============================] - 0s 2ms/step - loss: 0.5151
Epoch: 96
1/40 [..............................] - ETA: 0s - loss: 1.3740
32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 97
1/40 [..............................] - ETA: 0s - loss: 1.3741
32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 98
1/40 [..............................] - ETA: 0s - loss: 1.3743
32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 99
1/40 [..............................] - ETA: 0s - loss: 1.3745
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 100
1/40 [..............................] - ETA: 0s - loss: 1.3748
32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 101
1/40 [..............................] - ETA: 0s - loss: 1.3751
32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 102
1/40 [..............................] - ETA: 0s - loss: 1.3753
32/40 [=======================>......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 103
1/40 [..............................] - ETA: 0s - loss: 1.3755
33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
40/40 [==============================] - 0s 2ms/step - loss: 0.5150
Epoch: 104
1/40 [..............................] - ETA: 0s - loss: 1.3757
32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5149
40/40 [==============================] - 0s 2ms/step - loss: 0.5149
Epoch: 105
1/40 [..............................] - ETA: 0s - loss: 1.3760
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5149
40/40 [==============================] - 0s 2ms/step - loss: 0.5149
Epoch: 106
1/40 [..............................] - ETA: 0s - loss: 1.3762
32/40 [=======================>......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch: 107
1/40 [..............................] - ETA: 0s - loss: 1.3764
32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch: 108
1/40 [..............................] - ETA: 0s - loss: 1.3766
32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
40/40 [==============================] - 0s 2ms/step - loss: 0.5148
Epoch: 109
1/40 [..............................] - ETA: 0s - loss: 1.3769
32/40 [=======================>......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch: 110
1/40 [..............................] - ETA: 0s - loss: 1.3770
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch: 111
1/40 [..............................] - ETA: 0s - loss: 1.3773
29/40 [====================>.........] - ETA: 0s - loss: 0.4803
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
40/40 [==============================] - 0s 2ms/step - loss: 0.5147
Epoch: 112
1/40 [..............................] - ETA: 0s - loss: 1.3775
26/40 [==================>...........] - ETA: 0s - loss: 0.5083
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch: 113
1/40 [..............................] - ETA: 0s - loss: 1.3778
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch: 114
1/40 [..............................] - ETA: 0s - loss: 1.3781
32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch: 115
1/40 [..............................] - ETA: 0s - loss: 1.3783
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch: 116
1/40 [..............................] - ETA: 0s - loss: 1.3785
32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
40/40 [==============================] - 0s 2ms/step - loss: 0.5146
Epoch: 117
1/40 [..............................] - ETA: 0s - loss: 1.3788
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch: 118
1/40 [..............................] - ETA: 0s - loss: 1.3790
32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch: 119
1/40 [..............................] - ETA: 0s - loss: 1.3793
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch: 120
1/40 [..............................] - ETA: 0s - loss: 1.3795
32/40 [=======================>......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch: 121
1/40 [..............................] - ETA: 0s - loss: 1.3798
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
40/40 [==============================] - 0s 2ms/step - loss: 0.5145
Epoch: 122
1/40 [..............................] - ETA: 0s - loss: 1.3801
31/40 [======================>.......] - ETA: 0s - loss: 0.4683
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch: 123
1/40 [..............................] - ETA: 0s - loss: 1.3804
34/40 [========================>.....] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch: 124
1/40 [..............................] - ETA: 0s - loss: 1.3807
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch: 125
1/40 [..............................] - ETA: 0s - loss: 1.3810
32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
40/40 [==============================] - 0s 2ms/step - loss: 0.5144
Epoch: 126
1/40 [..............................] - ETA: 0s - loss: 1.3813
32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch: 127
1/40 [..............................] - ETA: 0s - loss: 1.3816
30/40 [=====================>........] - ETA: 0s - loss: 0.4769
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch: 128
1/40 [..............................] - ETA: 0s - loss: 1.3819
31/40 [======================>.......] - ETA: 0s - loss: 0.4682
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch: 129
1/40 [..............................] - ETA: 0s - loss: 1.3822
32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
40/40 [==============================] - 0s 2ms/step - loss: 0.5143
Epoch: 130
1/40 [..............................] - ETA: 0s - loss: 1.3826
32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch: 131
1/40 [..............................] - ETA: 0s - loss: 1.3829
32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch: 132
1/40 [..............................] - ETA: 0s - loss: 1.3832
31/40 [======================>.......] - ETA: 0s - loss: 0.4681
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch: 133
1/40 [..............................] - ETA: 0s - loss: 1.3836
31/40 [======================>.......] - ETA: 0s - loss: 0.4680
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
40/40 [==============================] - 0s 2ms/step - loss: 0.5142
Epoch: 134
1/40 [..............................] - ETA: 0s - loss: 1.3840
30/40 [=====================>........] - ETA: 0s - loss: 0.4767
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch: 135
1/40 [..............................] - ETA: 0s - loss: 1.3844
29/40 [====================>.........] - ETA: 0s - loss: 0.4799
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch: 136
1/40 [..............................] - ETA: 0s - loss: 1.3848
31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
40/40 [==============================] - 0s 2ms/step - loss: 0.5141
Epoch: 137
1/40 [..............................] - ETA: 0s - loss: 1.3852
32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 138
1/40 [..............................] - ETA: 0s - loss: 1.3857
32/40 [=======================>......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 139
1/40 [..............................] - ETA: 0s - loss: 1.3860
31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 140
1/40 [..............................] - ETA: 0s - loss: 1.3866
30/40 [=====================>........] - ETA: 0s - loss: 0.4766
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 141
1/40 [..............................] - ETA: 0s - loss: 1.3869
31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 142
1/40 [..............................] - ETA: 0s - loss: 1.3873
30/40 [=====================>........] - ETA: 0s - loss: 0.4766
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 143
1/40 [..............................] - ETA: 0s - loss: 1.3875
26/40 [==================>...........] - ETA: 0s - loss: 0.5086
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 144
1/40 [..............................] - ETA: 0s - loss: 1.3878
32/40 [=======================>......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 145
1/40 [..............................] - ETA: 0s - loss: 1.3878
31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5139
40/40 [==============================] - 0s 2ms/step - loss: 0.5139
Epoch: 146
1/40 [..............................] - ETA: 0s - loss: 1.3881
31/40 [======================>.......] - ETA: 0s - loss: 0.4679
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
40/40 [==============================] - 0s 2ms/step - loss: 0.5140
Epoch: 147
1/40 [..............................] - ETA: 0s - loss: 1.3883
31/40 [======================>.......] - ETA: 0s - loss: 0.4678
40/40 [==============================] - 0s 2ms/step - loss: 0.5139
40/40 [==============================] - 0s 2ms/step - loss: 0.5139
Epoch: 148
1/40 [..............................] - ETA: 0s - loss: 1.3883
31/40 [======================>.......] - ETA: 0s - loss: 0.4677
40/40 [==============================] - 0s 2ms/step - loss: 0.5138
40/40 [==============================] - 0s 2ms/step - loss: 0.5138
Epoch: 149
1/40 [..............................] - ETA: 0s - loss: 1.3884
31/40 [======================>.......] - ETA: 0s - loss: 0.4676
40/40 [==============================] - 0s 2ms/step - loss: 0.5138
40/40 [==============================] - 0s 2ms/step - loss: 0.5138
Epoch: 150
1/40 [..............................] - ETA: 0s - loss: 1.3883
32/40 [=======================>......] - ETA: 0s - loss: 0.4662
40/40 [==============================] - 0s 2ms/step - loss: 0.5137
40/40 [==============================] - 0s 2ms/step - loss: 0.5137
Epoch: 151
1/40 [..............................] - ETA: 0s - loss: 1.3885
32/40 [=======================>......] - ETA: 0s - loss: 0.4662
40/40 [==============================] - 0s 2ms/step - loss: 0.5137
40/40 [==============================] - 0s 2ms/step - loss: 0.5137
Epoch: 152
1/40 [..............................] - ETA: 0s - loss: 1.3885
32/40 [=======================>......] - ETA: 0s - loss: 0.4661
40/40 [==============================] - 0s 2ms/step - loss: 0.5136
40/40 [==============================] - 0s 2ms/step - loss: 0.5136
Epoch: 153
1/40 [..............................] - ETA: 0s - loss: 1.3888
32/40 [=======================>......] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5136
40/40 [==============================] - 0s 2ms/step - loss: 0.5136
Epoch: 154
1/40 [..............................] - ETA: 0s - loss: 1.3888
33/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch: 155
1/40 [..............................] - ETA: 0s - loss: 1.3889
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch: 156
1/40 [..............................] - ETA: 0s - loss: 1.3890
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
40/40 [==============================] - 0s 2ms/step - loss: 0.5135
Epoch: 157
1/40 [..............................] - ETA: 0s - loss: 1.3891
32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch: 158
1/40 [..............................] - ETA: 0s - loss: 1.3893
32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch: 159
1/40 [..............................] - ETA: 0s - loss: 1.3895
32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
40/40 [==============================] - 0s 2ms/step - loss: 0.5134
Epoch: 160
1/40 [..............................] - ETA: 0s - loss: 1.3897
31/40 [======================>.......] - ETA: 0s - loss: 0.4672
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch: 161
1/40 [..............................] - ETA: 0s - loss: 1.3899
32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch: 162
1/40 [..............................] - ETA: 0s - loss: 1.3902
32/40 [=======================>......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch: 163
1/40 [..............................] - ETA: 0s - loss: 1.3904
32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
40/40 [==============================] - 0s 2ms/step - loss: 0.5133
Epoch: 164
1/40 [..............................] - ETA: 0s - loss: 1.3907
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch: 165
1/40 [..............................] - ETA: 0s - loss: 1.3909
31/40 [======================>.......] - ETA: 0s - loss: 0.4670
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch: 166
1/40 [..............................] - ETA: 0s - loss: 1.3912
33/40 [=======================>......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
40/40 [==============================] - 0s 2ms/step - loss: 0.5132
Epoch: 167
1/40 [..............................] - ETA: 0s - loss: 1.3914
27/40 [===================>..........] - ETA: 0s - loss: 0.4927
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch: 168
1/40 [..............................] - ETA: 0s - loss: 1.3917
32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch: 169
1/40 [..............................] - ETA: 0s - loss: 1.3919
32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch: 170
1/40 [..............................] - ETA: 0s - loss: 1.3922
32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
40/40 [==============================] - 0s 2ms/step - loss: 0.5131
Epoch: 171
1/40 [..............................] - ETA: 0s - loss: 1.3925
32/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch: 172
1/40 [..............................] - ETA: 0s - loss: 1.3927
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch: 173
1/40 [..............................] - ETA: 0s - loss: 1.3929
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
40/40 [==============================] - 0s 2ms/step - loss: 0.5130
Epoch: 174
1/40 [..............................] - ETA: 0s - loss: 1.3932
31/40 [======================>.......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch: 175
1/40 [..............................] - ETA: 0s - loss: 1.3934
31/40 [======================>.......] - ETA: 0s - loss: 0.4668
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch: 176
1/40 [..............................] - ETA: 0s - loss: 1.3937
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
40/40 [==============================] - 0s 2ms/step - loss: 0.5129
Epoch: 177
1/40 [..............................] - ETA: 0s - loss: 1.3940
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch: 178
1/40 [..............................] - ETA: 0s - loss: 1.3943
31/40 [======================>.......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch: 179
1/40 [..............................] - ETA: 0s - loss: 1.3947
31/40 [======================>.......] - ETA: 0s - loss: 0.4667
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch: 180
1/40 [..............................] - ETA: 0s - loss: 1.3951
31/40 [======================>.......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
40/40 [==============================] - 0s 2ms/step - loss: 0.5128
Epoch: 181
1/40 [..............................] - ETA: 0s - loss: 1.3954
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch: 182
1/40 [..............................] - ETA: 0s - loss: 1.3958
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch: 183
1/40 [..............................] - ETA: 0s - loss: 1.3963
31/40 [======================>.......] - ETA: 0s - loss: 0.4666
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
40/40 [==============================] - 0s 2ms/step - loss: 0.5127
Epoch: 184
1/40 [..............................] - ETA: 0s - loss: 1.3966
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch: 185
1/40 [..............................] - ETA: 0s - loss: 1.3971
29/40 [====================>.........] - ETA: 0s - loss: 0.4791
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch: 186
1/40 [..............................] - ETA: 0s - loss: 1.3973
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch: 187
1/40 [..............................] - ETA: 0s - loss: 1.3977
31/40 [======================>.......] - ETA: 0s - loss: 0.4665
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
40/40 [==============================] - 0s 2ms/step - loss: 0.5126
Epoch: 188
1/40 [..............................] - ETA: 0s - loss: 1.3982
30/40 [=====================>........] - ETA: 0s - loss: 0.4751
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch: 189
1/40 [..............................] - ETA: 0s - loss: 1.3985
31/40 [======================>.......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch: 190
1/40 [..............................] - ETA: 0s - loss: 1.3991
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
40/40 [==============================] - 0s 2ms/step - loss: 0.5125
Epoch: 191
1/40 [..............................] - ETA: 0s - loss: 1.3995
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch: 192
1/40 [..............................] - ETA: 0s - loss: 1.4000
31/40 [======================>.......] - ETA: 0s - loss: 0.4664
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch: 193
1/40 [..............................] - ETA: 0s - loss: 1.4003
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch: 194
1/40 [..............................] - ETA: 0s - loss: 1.4009
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
40/40 [==============================] - 0s 2ms/step - loss: 0.5124
Epoch: 195
1/40 [..............................] - ETA: 0s - loss: 1.4012
30/40 [=====================>........] - ETA: 0s - loss: 0.4750
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch: 196
1/40 [..............................] - ETA: 0s - loss: 1.4014
31/40 [======================>.......] - ETA: 0s - loss: 0.4663
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch: 197
1/40 [..............................] - ETA: 0s - loss: 1.4017
32/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch: 198
1/40 [..............................] - ETA: 0s - loss: 1.4018
32/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
40/40 [==============================] - 0s 2ms/step - loss: 0.5123
Epoch: 199
1/40 [..............................] - ETA: 0s - loss: 1.4020
32/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch: 200
1/40 [..............................] - ETA: 0s - loss: 1.4021
33/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch: 201
1/40 [..............................] - ETA: 0s - loss: 1.4023
32/40 [=======================>......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch: 202
1/40 [..............................] - ETA: 0s - loss: 1.4024
33/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch: 203
1/40 [..............................] - ETA: 0s - loss: 1.4024
31/40 [======================>.......] - ETA: 0s - loss: 0.4661
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
40/40 [==============================] - 0s 2ms/step - loss: 0.5122
Epoch: 204
1/40 [..............................] - ETA: 0s - loss: 1.4025
29/40 [====================>.........] - ETA: 0s - loss: 0.4790
40/40 [==============================] - 0s 2ms/step - loss: 0.5121
40/40 [==============================] - 0s 2ms/step - loss: 0.5121
Epoch: 205
1/40 [..............................] - ETA: 0s - loss: 1.4025
33/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5121
40/40 [==============================] - 0s 2ms/step - loss: 0.5121
Epoch: 206
1/40 [..............................] - ETA: 0s - loss: 1.4025
31/40 [======================>.......] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch: 207
1/40 [..............................] - ETA: 0s - loss: 1.4026
31/40 [======================>.......] - ETA: 0s - loss: 0.4660
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch: 208
1/40 [..............................] - ETA: 0s - loss: 1.4027
32/40 [=======================>......] - ETA: 0s - loss: 0.4654
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch: 209
1/40 [..............................] - ETA: 0s - loss: 1.4029
33/40 [=======================>......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
40/40 [==============================] - 0s 2ms/step - loss: 0.5120
Epoch: 210
1/40 [..............................] - ETA: 0s - loss: 1.4030
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch: 211
1/40 [..............................] - ETA: 0s - loss: 1.4031
31/40 [======================>.......] - ETA: 0s - loss: 0.4659
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch: 212
1/40 [..............................] - ETA: 0s - loss: 1.4031
31/40 [======================>.......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch: 213
1/40 [..............................] - ETA: 0s - loss: 1.4032
31/40 [======================>.......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
40/40 [==============================] - 0s 2ms/step - loss: 0.5119
Epoch: 214
1/40 [..............................] - ETA: 0s - loss: 1.4032
31/40 [======================>.......] - ETA: 0s - loss: 0.4658
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch: 215
1/40 [..............................] - ETA: 0s - loss: 1.4033
31/40 [======================>.......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch: 216
1/40 [..............................] - ETA: 0s - loss: 1.4033
32/40 [=======================>......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch: 217
1/40 [..............................] - ETA: 0s - loss: 1.4034
30/40 [=====================>........] - ETA: 0s - loss: 0.4743
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
40/40 [==============================] - 0s 2ms/step - loss: 0.5118
Epoch: 218
1/40 [..............................] - ETA: 0s - loss: 1.4035
31/40 [======================>.......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch: 219
1/40 [..............................] - ETA: 0s - loss: 1.4037
30/40 [=====================>........] - ETA: 0s - loss: 0.4743
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch: 220
1/40 [..............................] - ETA: 0s - loss: 1.4038
30/40 [=====================>........] - ETA: 0s - loss: 0.4742
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch: 221
1/40 [..............................] - ETA: 0s - loss: 1.4040
31/40 [======================>.......] - ETA: 0s - loss: 0.4656
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
40/40 [==============================] - 0s 2ms/step - loss: 0.5117
Epoch: 222
1/40 [..............................] - ETA: 0s - loss: 1.4042
30/40 [=====================>........] - ETA: 0s - loss: 0.4742
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch: 223
1/40 [..............................] - ETA: 0s - loss: 1.4046
32/40 [=======================>......] - ETA: 0s - loss: 0.4652
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch: 224
1/40 [..............................] - ETA: 0s - loss: 1.4048
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch: 225
1/40 [..............................] - ETA: 0s - loss: 1.4051
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch: 226
1/40 [..............................] - ETA: 0s - loss: 1.4053
29/40 [====================>.........] - ETA: 0s - loss: 0.4786
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
40/40 [==============================] - 0s 2ms/step - loss: 0.5116
Epoch: 227
1/40 [..............................] - ETA: 0s - loss: 1.4056
31/40 [======================>.......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 228
1/40 [..............................] - ETA: 0s - loss: 1.4060
33/40 [=======================>......] - ETA: 0s - loss: 0.4657
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 229
1/40 [..............................] - ETA: 0s - loss: 1.4062
31/40 [======================>.......] - ETA: 0s - loss: 0.4654
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 230
1/40 [..............................] - ETA: 0s - loss: 1.4066
32/40 [=======================>......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 231
1/40 [..............................] - ETA: 0s - loss: 1.4068
32/40 [=======================>......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 232
1/40 [..............................] - ETA: 0s - loss: 1.4070
32/40 [=======================>......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 233
1/40 [..............................] - ETA: 0s - loss: 1.4072
31/40 [======================>.......] - ETA: 0s - loss: 0.4655
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
40/40 [==============================] - 0s 2ms/step - loss: 0.5115
Epoch: 234
1/40 [..............................] - ETA: 0s - loss: 1.4074
30/40 [=====================>........] - ETA: 0s - loss: 0.4740
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch: 235
1/40 [..............................] - ETA: 0s - loss: 1.4077
31/40 [======================>.......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch: 236
1/40 [..............................] - ETA: 0s - loss: 1.4082
31/40 [======================>.......] - ETA: 0s - loss: 0.4654
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch: 237
1/40 [..............................] - ETA: 0s - loss: 1.4085
31/40 [======================>.......] - ETA: 0s - loss: 0.4653
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
40/40 [==============================] - 0s 2ms/step - loss: 0.5114
Epoch: 238
1/40 [..............................] - ETA: 0s - loss: 1.4090
32/40 [=======================>......] - ETA: 0s - loss: 0.4652
40/40 [==============================] - 0s 2ms/step - loss: 0.5113
40/40 [==============================] - 0s 2ms/step - loss: 0.5113
Epoch: 239
1/40 [..............................] - ETA: 0s - loss: 1.4092
32/40 [=======================>......] - ETA: 0s - loss: 0.4652
40/40 [==============================] - 0s 2ms/step - loss: 0.5113
40/40 [==============================] - 0s 2ms/step - loss: 0.5113
Epoch: 240
1/40 [..............................] - ETA: 0s - loss: 1.4096
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40/40 [==============================] - 0s 2ms/step - loss: 0.5113
40/40 [==============================] - 0s 2ms/step - loss: 0.5113
Epoch: 241
1/40 [..............................] - ETA: 0s - loss: 1.4101
32/40 [=======================>......] - ETA: 0s - loss: 0.4652
40/40 [==============================] - 0s 2ms/step - loss: 0.5112
40/40 [==============================] - 0s 2ms/step - loss: 0.5112
Epoch: 242
1/40 [..............................] - ETA: 0s - loss: 1.4105
31/40 [======================>.......] - ETA: 0s - loss: 0.4651
40/40 [==============================] - 0s 2ms/step - loss: 0.5112
40/40 [==============================] - 0s 2ms/step - loss: 0.5112
Epoch: 243
1/40 [..............................] - ETA: 0s - loss: 1.4110
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40/40 [==============================] - 0s 2ms/step - loss: 0.5112
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Epoch: 244
1/40 [..............................] - ETA: 0s - loss: 1.4116
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40/40 [==============================] - 0s 2ms/step - loss: 0.5112
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Epoch: 245
1/40 [..............................] - ETA: 0s - loss: 1.4121
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
40/40 [==============================] - 0s 2ms/step - loss: 0.5111
Epoch: 246
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
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Epoch: 247
1/40 [..............................] - ETA: 0s - loss: 1.4133
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
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Epoch: 248
1/40 [..............................] - ETA: 0s - loss: 1.4139
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40/40 [==============================] - 0s 2ms/step - loss: 0.5111
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Epoch: 249
1/40 [..............................] - ETA: 0s - loss: 1.4143
29/40 [====================>.........] - ETA: 0s - loss: 0.4786
40/40 [==============================] - 0s 2ms/step - loss: 0.5111
40/40 [==============================] - 0s 2ms/step - loss: 0.5111
Epoch: 250sample_predictions_lstm_tbl# Rolling origin forecast resampling 5.2.3 Assessing The Backtested Performance
rmse <-matrix()
for (i in 1:8) {
rmse[i] <- calc_rmse(sample_predictions_lstm_tbl$predict[[i]])$.estimate
}
print(rmse)[1] 2.829598 3.582752 4.221040 1.835342 2.547325 3.429182 2.753867 4.182135sample_predictions_lstm_tbl$rmse <- rmse
sample_rmse_tbl<- sample_predictions_lstm_tbl %>%
select(id, rmse)
sample_rmse_tblNAsample_rmse_tbl %>%
ggplot(aes(rmse)) +
geom_histogram(aes(y = ..density..), fill = palette_light()[[1]], bins = 18) +
geom_density(fill = palette_light()[[1]], alpha = 0.4) +
theme_tq() +
ggtitle("Histogram of RMSE")
sample_rmse_tbl %>%
summarize(
mean_rmse = mean(rmse),
sd_rmse = sd(rmse)
)5.2.4 Visualizing The Backtest Results
plot_predictions <- function(sampling_tbl, predictions_col,
ncol = 3, alpha = 1, size = 2, base_size = 14,
title = "Backtested Predictions") {
predictions_col_expr <- enquo(predictions_col)
# Map plot_split() to sampling_tbl
sampling_tbl_with_plots <- sampling_tbl %>%
mutate(gg_plots = map2(!! predictions_col_expr, id,
.f = plot_prediction,
alpha = alpha,
size = size,
base_size = base_size))
# Make plots with cowplot
plot_list <- sampling_tbl_with_plots$gg_plots
p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
legend <- get_legend(p_temp)
p_body <- plot_grid(plotlist = plot_list, ncol = ncol)
p_title <- ggdraw() +
draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
return(g)
}sample_predictions_lstm_tbl %>%
plot_predictions(predictions_col = predict, alpha = 0.5, size = 1, base_size = 10,
title = "Keras Stateful LSTM: Backtested Predictions")
---
title: "LSTM 2"
author: "Annie Yang"
date: "10/10/2020"
output: 
  html_notebook:
    toc: yes
    toc_float: yes
---

# 1.0 Libraries

```{r, warning=FALSE}
# Core Tidyverse
library(tidyverse)
library(glue)
library(forcats)

# Time Series
library(timetk)
library(tidyquant)
library(tibbletime)

# Visualization
library(cowplot)

# Preprocessing
library(recipes)

# Sampling / Accuracy
library(rsample)
library(yardstick) 

# Modeling
library(keras)
```

# 2.0 Data

```{r, warning=FALSE}
df <-  read.csv("D:/IIT-master/CS-571-Data Preparation & Analysis-master/project/diabetes_ds/sample_dat.csv", sep=",", header=T, stringsAsFactors = T)

value <- df$IMPUTED

db.date <- paste0(df$YEAR,'-',df$MONTH,'-',df$DAY)
db.time <- paste0(df$HOUR,':',df$MIN,':',df$SEC)


cgm_data <- data.frame(value)
cgm_data$index <-as.POSIXct(paste(db.date, db.time), format="%Y-%m-%d %H:%M:%S")

#Re-ordered
cgm_data <- cgm_data[colnames(cgm_data)[c(2, 1)]]

cgm_data <- as_tbl_time(cgm_data, index = index)


cgm_data
```

# 3.0 Exploratory Data Analysis

# 3.1 Visualizing Sunspot Data With Cowplot
```{r, fig.width=16, warning=FALSE, echo=FALSE, fig.height=12}
p1 <- cgm_data %>%
    filter_time("2019-08-01 00:00" ~ "2019-08-31 00:00") %>%
    ggplot(aes(index, value)) +
    geom_point(color = palette_light()[[1]], alpha = 5, size=1) +
    theme_tq() +
    labs(
        title = "From Aug 1st to Aug 31st"
    )
p2 <- cgm_data %>%
    filter_time("2019-08-01 00:00" ~ "2019-08-05 00:00") %>%
    ggplot(aes(index, value)) +
    geom_line(color = palette_light()[[1]], alpha = 0.1) +
    geom_point(color = palette_light()[[1]]) +
    geom_smooth(method = "loess", span = 0.2, se = FALSE) +
    theme_tq() +
    labs(
        title = "From Aug 1st to Aug 7nd (One week data)"
    )

p_title <- ggdraw() + 
    draw_label("CGM dataset 2019", size = 18, fontface = "bold", colour = palette_light()[[1]])
plot_grid(p_title, p1, p2, ncol = 1, rel_heights = c(0.1, 1, 1))
```

# 3.2 Evaluating The ACF
```{r}
tidy_acf <- function(data, value, lags = 0:20) {
    
    value_expr <- enquo(value)
    
    acf_values <- data %>%
        pull(value) %>%
        acf(lag.max = tail(lags, 1), plot = FALSE) %>%
        .$acf %>%
        .[,,1]
    
    ret <- tibble(acf = acf_values) %>%
        rowid_to_column(var = "lag") %>%
        mutate(lag = lag - 1) %>%
        filter(lag %in% lags)
    
    return(ret)
}
```


```{r}
cgm_data <- cgm_data %>%
    filter_time("2019-08-05 00:00" ~ "2019-08-15 00:00") 

max_lag <- 1000

cgm_data %>%
    tidy_acf(value, lags = 0:max_lag)
```

```{r}
cgm_data %>%
    tidy_acf(value, lags = 0:max_lag) %>%
    ggplot(aes(lag, acf)) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    #geom_vline(xintercept = 2016, size = 3, color = palette_light()[[2]]) +
    #annotate("text", label = "1 Week Mark", x = 130, y = 0.8, 
    #         color = palette_light()[[2]], size = 3, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM ")
```

```{r}
cgm_data %>%
    tidy_acf(value, lags = 0:350) %>%
    ggplot(aes(lag, acf)) +
    #geom_vline(xintercept = 120, size = 3, color = palette_light()[[2]]) +
    geom_segment(aes(xend = lag, yend = 0), color = palette_light()[[1]]) +
    geom_point(color = palette_light()[[1]], size = 2) +
    #geom_label(aes(label = acf %>% round(2)), vjust = -1,
    #          color = palette_light()[[1]]) +
    #annotate("text", label = "10 Year Mark", x = 121, y = 0.8, 
    #         color = palette_light()[[2]], size = 5, hjust = 0) +
    theme_tq() +
    labs(title = "ACF: CGM")
#, subtitle = "Zoomed in on Lags 115 to 135")
```

```{r}
optimal_lag_setting <- cgm_data %>%
    tidy_acf(value, lags = 300:350) %>%
    filter(acf == max(acf)) %>%
    pull(lag)

optimal_lag_setting
```

# 4.0 Backtesting: Time Series Cross Validation

# 4.1 Developing A Backtesting Strategy

```{r, warning=FALSE, echo=FALSE}
periods_train <- 12*24# 1 days
periods_test  <- 12*4 # 2 hours
skip_span     <- 12 * 28

rolling_origin_resamples <- rolling_origin(
    cgm_data,
    initial    = periods_train,
    assess     = periods_test,
    cumulative = FALSE,
    skip       = skip_span
)

rolling_origin_resamples
```

```{r}
# Plotting function for a single split
plot_split <- function(split, expand_y_axis = TRUE, alpha = 1, size = 1, base_size = 14) {
    
    # Manipulate data
    train_tbl <- training(split) %>%
        add_column(key = "training") 
    
    test_tbl  <- testing(split) %>%
        add_column(key = "testing") 
    
    data_manipulated <- bind_rows(train_tbl, test_tbl) %>%
        as_tbl_time(index = index) %>%
        mutate(key = fct_relevel(key, "training", "testing"))
    
    # Collect attributes
    train_time_summary <- train_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    test_time_summary <- test_tbl %>%
        tk_index() %>%
        tk_get_timeseries_summary()
    
    # Visualize
    g <- data_manipulated %>%
        ggplot(aes(x = index, y = value, color = key)) +
        geom_line(size = size, alpha = alpha) +
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        labs(
            title    = glue("Split: {split$id}"),
            subtitle = glue("{train_time_summary$start} to {test_time_summary$end}"),
            y = "", x = ""
        ) +
        theme(legend.position = "none") 
    
    
    
    return(g)
}
```

```{r, warning=FALSE}
rolling_origin_resamples$splits[[1]] %>%
    plot_split() +
    theme(legend.position = "bottom")
```


```{r}
# Plotting function that scales to all splits 
plot_sampling_plan <- function(sampling_tbl, expand_y_axis = TRUE, 
                               ncol = 3, alpha = 1, size = 1, base_size = 14, 
                               title = "Sampling Plan") {
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map(splits, plot_split, 
                              expand_y_axis = expand_y_axis,
                              alpha = alpha, base_size = base_size))
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
```

```{r}
rolling_origin_resamples %>%
    plot_sampling_plan(expand_y_axis = T, ncol = 3, alpha = 1, size = 1, base_size = 10, 
                       title = "Backtesting Strategy: Rolling Origin Sampling Plan")
```

# 5.0 Modeling The Keras Stateful LSTM Model

#5.1 Single LSTM
```{r}
split    <- rolling_origin_resamples$splits[[1]]
split_id <- rolling_origin_resamples$id[[1]]
```

# 5.1.1 Visualizing The Split
```{r}
plot_split(split, expand_y_axis = FALSE, size = 1) +
    theme(legend.position = "bottom") +
    ggtitle(glue("Split: {split_id}"))
```

# 5.1.2 Data Setup
```{r, warning=FALSE}
df_trn <- training(split)
df_tst <- testing(split)
df <- bind_rows(
    df_trn %>% add_column(key = "training"),
    df_tst %>% add_column(key = "testing")
) %>% 
    as_tbl_time(index = index)
df
```

# 5.1.3 Preprocessing With Recipes
```{r}
rec_obj <- recipe(value ~ ., df) %>%
    step_sqrt(value) %>%
    step_center(value) %>%
    step_scale(value) %>%
    prep()
df_processed_tbl <- bake(rec_obj, df)
df_processed_tbl
```

```{r}
center_history <- rec_obj$steps[[2]]$means["value"]
scale_history  <- rec_obj$steps[[3]]$sds["value"]
c("center" = center_history, "scale" = scale_history)
```

# 5.1.4 LSTM Plan
```{r}
# Model inputs
lag_setting  <- nrow(df_tst)
batch_size   <- 6
train_length <- 12*24
tsteps       <- 1
epochs       <- 300
```

# 5.1.5 2D And 3D Train/Test Arrays
```{r}
# Training Set
lag_train_tbl <- df_processed_tbl %>%
    mutate(value_lag = lag(value, n = lag_setting)) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "training") %>%
    tail(train_length)
x_train_vec <- lag_train_tbl$value_lag
x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
y_train_vec <- lag_train_tbl$value
y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
# Testing Set
lag_test_tbl <- df_processed_tbl %>%
    mutate(
        value_lag = lag(value, n = lag_setting)
    ) %>%
    filter(!is.na(value_lag)) %>%
    filter(key == "testing")
x_test_vec <- lag_test_tbl$value_lag
x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
y_test_vec <- lag_test_tbl$value
y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
```

# 5.1.6 Building The LSTM Model
```{r, warning=FALSE}
model <- NULL

create_model <- function(){
  keras_model_sequential() %>%
    layer_lstm(units            = 1, 
               input_shape      = c(tsteps, 1), 
               batch_size       = batch_size,
               return_sequences = TRUE, 
               stateful         = TRUE) %>% 
    #layer_lstm(units            = 8, 
    #          batch_size       = batch_size,
    #           return_sequences = TRUE, 
    #           stateful         = TRUE) %>% 
    layer_dense(units = 64, activation = 'tanh') %>%
    layer_dense(units = 24, activation = 'tanh') %>%
    layer_dense(units = 16, activation = 'tanh') %>%
    layer_dense(units = 48, activation = 'tanh') %>%
    compile(loss = 'mae', optimizer = 'adam')
}

model <- create_model()

model
```

# 5.1.7 Fitting The LSTM Model
```{r}
for (i in 1:epochs) {
    model %>% fit(x          = x_train_arr, 
                  y          = y_train_arr, 
                  batch_size = batch_size,
                  epochs     = 1, 
                  verbose    = 1, 
                  shuffle    = FALSE)
    
    model %>% reset_states()
    cat("Epoch: ", i)
    
}
```

# 5.1.8 Predicting Using The LSTM Model
```{r, warning=FALSE}
# Make Predictions
pred_out <- model %>% 
    predict(x_test_arr, batch_size = batch_size)%>%
    .[,1,48]

# Retransform values
pred_tbl <- tibble(
    index   = lag_test_tbl$index,
    value   = (pred_out * scale_history + center_history)^2
) 
# Combine actual data with predictions
tbl_1 <- df_trn %>%
    add_column(key = "actual")
tbl_2 <- df_tst %>%
    add_column(key = "actual")
tbl_3 <- pred_tbl %>%
    add_column(key = "predict")
# Create time_bind_rows() to solve dplyr issue
time_bind_rows <- function(data_1, data_2, index) {
    index_expr <- enquo(index)
    bind_rows(data_1, data_2) %>%
        as_tbl_time(index = !! index_expr)
}
ret <- list(tbl_1, tbl_2, tbl_3) %>%
    reduce(time_bind_rows, index = index) %>%
    arrange(key, index) %>%
    mutate(key = as_factor(key))
ret
```

# 5.1.9 Assessing Performance Of The LSTM On A Single Split
```{r}
calc_rmse <- function(prediction_tbl) {
    
    rmse_calculation <- function(data) {
        data %>%
            spread(key = key, value = value) %>%
            select(-index) %>%
            filter(!is.na(predict)) %>%
            rename(
                truth    = actual,
                estimate = predict
            ) %>%
            rmse(truth, estimate)
    }
    
    safe_rmse <- possibly(rmse_calculation, otherwise = NA)
    
    safe_rmse(prediction_tbl)
        
}
```

```{r}
calc_rmse(ret)$.estimate
```

# 5.1.10 Visualizing The Single Prediction
```{r}
# Setup single plot function
plot_prediction <- function(data, id, alpha = 1, size = 2, base_size = 14) {
    
    rmse_val <- calc_rmse(data)$.estimate
    
    g <- data %>%
        ggplot(aes(index, value, color = key)) +
        geom_point(alpha = alpha, size = size) + 
        theme_tq(base_size = base_size) +
        scale_color_tq() +
        theme(legend.position = "none") +
        labs(
            title = glue("{id}, RMSE: {round(rmse_val, digits = 1)}"),
            x = "", y = ""
        )
    
    return(g)
}
```

```{r, fig.width=12}
ret %>% 
    plot_prediction(id = split_id, alpha = 0.5) +
    theme(legend.position = "bottom")
```
# 5.2 Backtesting The LSTM On All Eleven Samples

# 5.2.1 Creating An LSTM Prediction Function

```{r}
predict_keras_lstm <- function(split, epochs = 300, ...) {
    
    lstm_prediction <- function(split, epochs, ...) {
        
        # 5.1.2 Data Setup
        df_trn <- training(split)
        df_tst <- testing(split)
        
        df <- bind_rows(
            df_trn %>% add_column(key = "training"),
            df_tst %>% add_column(key = "testing")
        ) %>% 
            as_tbl_time(index = index)
        
        # 5.1.3 Preprocessing
        rec_obj <- recipe(value ~ ., df) %>%
            step_sqrt(value) %>%
            step_center(value) %>%
            step_scale(value) %>%
            prep()
        
        df_processed_tbl <- bake(rec_obj, df)
        
        center_history <- rec_obj$steps[[2]]$means["value"]
        scale_history  <- rec_obj$steps[[3]]$sds["value"]
        
        # 5.1.4 LSTM Plan
        lag_setting  <- nrow(df_tst)
        batch_size   <- 6
        train_length <- 12*24
        tsteps       <- 1
        epochs       <- epochs
        
        # 5.1.5 Train/Test Setup
        lag_train_tbl <- df_processed_tbl %>%
            mutate(value_lag = lag(value, n = lag_setting)) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "training") %>%
            tail(train_length)
        
        x_train_vec <- lag_train_tbl$value_lag
        x_train_arr <- array(data = x_train_vec, dim = c(length(x_train_vec), 1, 1))
        
        y_train_vec <- lag_train_tbl$value
        y_train_arr <- array(data = y_train_vec, dim = c(length(y_train_vec), 1))
        
        lag_test_tbl <- df_processed_tbl %>%
            mutate(
                value_lag = lag(value, n = lag_setting)
            ) %>%
            filter(!is.na(value_lag)) %>%
            filter(key == "testing")
        
        x_test_vec <- lag_test_tbl$value_lag
        x_test_arr <- array(data = x_test_vec, dim = c(length(x_test_vec), 1, 1))
        
        y_test_vec <- lag_test_tbl$value
        y_test_arr <- array(data = y_test_vec, dim = c(length(y_test_vec), 1))
                
        # 5.1.6 LSTM Model
        model <- NULL
        model <- create_model()
        
        # 5.1.7 Fitting LSTM
        for (i in 1:epochs) {
            model %>% fit(x          = x_train_arr, 
                          y          = y_train_arr, 
                          batch_size = batch_size,
                          epochs     = 1, 
                          verbose    = 1, 
                          shuffle    = FALSE)
            
            model %>% reset_states()
            cat("Epoch: ", i)
            
        }
        
        # 5.1.8 Predict and Return Tidy Data
        # Make Predictions
        pred_out <- model %>% 
            predict(x_test_arr, batch_size = batch_size) %>%
            .[,1,48] 
        
        # Retransform values
        pred_tbl <- tibble(
            index   = lag_test_tbl$index,
            value   = (pred_out * scale_history + center_history)^2
        ) 
        
        # Combine actual data with predictions
        tbl_1 <- df_trn %>%
            add_column(key = "actual")
        
        tbl_2 <- df_tst %>%
            add_column(key = "actual")
        
        tbl_3 <- pred_tbl %>%
            add_column(key = "predict")
        
        # Create time_bind_rows() to solve dplyr issue
        time_bind_rows <- function(data_1, data_2, index) {
            index_expr <- enquo(index)
            bind_rows(data_1, data_2) %>%
                as_tbl_time(index = !! index_expr)
        }
        
        ret <- list(tbl_1, tbl_2, tbl_3) %>%
            reduce(time_bind_rows, index = index) %>%
            arrange(key, index) %>%
            mutate(key = as_factor(key))

        return(ret)
        
    }
    
    safe_lstm <- possibly(lstm_prediction, otherwise = NA)
    
    safe_lstm(split, epochs, ...)
    
}
```

```{r, warning=FALSE}
predict_keras_lstm(split, epochs = 100)
```

# 5.2.2 Mapping The LSTM Prediction Function Over The 8 Samples

```{r}
sample_predictions_lstm_tbl <- rolling_origin_resamples %>%
     mutate(predict = map(splits, predict_keras_lstm, epochs = 250))
```

```{r}
sample_predictions_lstm_tbl
```

# 5.2.3 Assessing The Backtested Performance

```{r, warning=FALSE}
rmse <-matrix()
for (i in 1:8) {
  rmse[i] <- calc_rmse(sample_predictions_lstm_tbl$predict[[i]])$.estimate
}

print(rmse)
sample_predictions_lstm_tbl$rmse <- rmse

sample_rmse_tbl<- sample_predictions_lstm_tbl %>%
  select(id, rmse)

sample_rmse_tbl

```

```{r,fig.width=12}
sample_rmse_tbl %>%
    ggplot(aes(rmse)) +
    geom_histogram(aes(y = ..density..), fill = palette_light()[[1]], bins = 18) +
    geom_density(fill = palette_light()[[1]], alpha = 0.4) +
    theme_tq() +
    ggtitle("Histogram of RMSE")
```

```{r}
sample_rmse_tbl %>%
    summarize(
        mean_rmse = mean(rmse),
        sd_rmse   = sd(rmse)
    )
```

# 5.2.4 Visualizing The Backtest Results
```{r}
plot_predictions <- function(sampling_tbl, predictions_col, 
                             ncol = 3, alpha = 1, size = 2, base_size = 14,
                             title = "Backtested Predictions") {
    
    predictions_col_expr <- enquo(predictions_col)
    
    # Map plot_split() to sampling_tbl
    sampling_tbl_with_plots <- sampling_tbl %>%
        mutate(gg_plots = map2(!! predictions_col_expr, id, 
                               .f        = plot_prediction, 
                               alpha     = alpha, 
                               size      = size, 
                               base_size = base_size)) 
    
    # Make plots with cowplot
    plot_list <- sampling_tbl_with_plots$gg_plots 
    
    p_temp <- plot_list[[1]] + theme(legend.position = "bottom")
    legend <- get_legend(p_temp)
    
    p_body  <- plot_grid(plotlist = plot_list, ncol = ncol)
    
    
    
    p_title <- ggdraw() + 
        draw_label(title, size = 18, fontface = "bold", colour = palette_light()[[1]])
    
    g <- plot_grid(p_title, p_body, legend, ncol = 1, rel_heights = c(0.05, 1, 0.05))
    
    return(g)
    
}
```

```{r}
sample_predictions_lstm_tbl %>%
    plot_predictions(predictions_col = predict, alpha = 0.5, size = 1, base_size = 10,
                     title = "Keras Stateful LSTM: Backtested Predictions")
```














